{"as_of":"2026-08-14T09:21:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:dc710dec523fa293bdde3f00d684b6e40a22a192ed39721b054d2ad53e849d08","coverage":[{"denominator":75,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":75,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T21:52:06.972745Z","state":"measured"},{"denominator":75,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":75,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-14T06:32:32.682623+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2412.04064/citation-record","integrity":"/paper/2412.04064/integrity","json":"/paper/2412.04064/citation-record.json","paper":"/paper/2412.04064"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:08.061369Z","title":"On the Bottleneck of Graph Neural Networks and its Practical Implications","venue":null,"work_id":"9c7866e9-f68a-4a3e-b5a6-1f5b095b2bbf","year":2020},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.678062Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:49acb7e8dc73774050bf9cf1d73e3df39e1b804de73bbccf38d0f417f6fd8899","observation_id":"05b6efff-137b-43e3-a26b-667a18c4423b","resolution":{"observed_at":"2026-08-11T21:52:08.064864Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.682677Z","title":"A survey on modern trainable activation functions","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.682677Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:586855ef9e1e76a7c22f64c440dbfbf4891b63fee796ba1737412b2079f1be95","observation_id":"2a35fbd7-ccd8-4b03-ab5b-f7d0903cdbe1","resolution":{"observed_at":"2026-08-11T21:52:06.682677Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.686767Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.686767Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:c38ddb91968fa4dec1426977ddc3d29bd8e808b18c643ef5b8db229c26c9c3ec","observation_id":"52d2603e-ee50-4741-b016-5fc8db5bd329","resolution":{"observed_at":"2026-08-11T21:52:06.686767Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1806.01261","last_updated":"2018-10-17T17:51:36Z","snapshot_observed_at":"2026-07-06T06:42:54.610341Z","submitted_at":"2018-06-04T17:58:18Z","title":"Relational inductive biases, deep learning, and graph networks","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1806.01261","snapshot_observed_at":"2026-08-11T21:52:06.690459Z","title":"Battaglia, Jessica B","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.690459Z"},"links":{"cited_paper":"/paper/1806.01261","citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:da84c18147fc8cf8230295a8b94f918fe3e31c5626e755b20f0e65ad4ab40b08","observation_id":"16272ac7-cf4c-4cfb-881c-c96f4f211629","resolution":{"observed_at":"2026-08-11T21:52:06.690459Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2306.16976","last_updated":"2023-06-29T14:31:07Z","snapshot_observed_at":"2026-08-13T11:06:03.871689Z","submitted_at":"2023-06-29T14:31:07Z","title":"Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2306.16976","snapshot_observed_at":"2026-08-11T21:52:06.694228Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.694228Z"},"links":{"cited_paper":"/paper/2306.16976","citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:b78f4422f8f728ac21ab6e76734edd5fa70fdfafb03f4274cd2ac65b4c8c8ddb","observation_id":"a6e012e3-8c68-455d-a968-127eb9d08bfa","resolution":{"observed_at":"2026-08-11T21:52:06.694228Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/978-3-540-72927-3_4","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-13T11:03:48.094449Z","title":"Stability of k- Means Clustering","venue":"Lecture notes in computer science","work_id":"d941061d-1501-4322-91c9-5ebc4d8e0358","year":2007},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.698280Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:93275d8bd720fec739fe3edd888f5dc2d7f887a9f9e046618a4f3b47d2743d65","observation_id":"a3ff01fd-8cbb-4806-b649-fac1e0a78ccd","resolution":{"observed_at":"2026-08-11T21:52:07.124205Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:08.050353Z","title":null,"venue":null,"work_id":"66107286-c696-42bf-b084-699bea03776d","year":2006},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.702575Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:230c95a06e66fa6854bd544f84fb280b55434547fadf4945e721c25ee93317e8","observation_id":"a12e108c-0d82-46ed-8a2a-55ceec47b2c0","resolution":{"observed_at":"2026-08-11T21:52:08.054145Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.47839/ijc.22.3.3225","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.109907Z","title":"Learnable Extended Activation Function for Deep Neural Networks","venue":null,"work_id":"d1f0929f-1b08-4b93-98a6-1ed01c8738cf","year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.706262Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:0ec9f0ec6d0f88bebaf7949870ce97853defd4c5bd03c5f867db35a634e9aa4d","observation_id":"37092e1c-4a9e-4888-86f6-6245a0ad74e1","resolution":{"observed_at":"2026-08-11T21:52:07.113474Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:08.038625Z","title":"Deep Gaussian Embedding of Graphs : Unsupervised Inductive Learning via Ranking","venue":null,"work_id":"b6f11213-944d-47ba-ad17-df631e77d955","year":2018},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.710054Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:03e8206a264a36e11cdda755142ac002f79990331603f1708e16482c077775dd","observation_id":"8d41980b-64ca-4933-b8dc-a3990bb07087","resolution":{"observed_at":"2026-08-11T21:52:08.042446Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.714112Z","title":"Borgwardt, Cheng Soon Ong, Stefan Schönauer, S","venue":null,"work_id":null,"year":2005},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.714112Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:c1d8b25cc9d0c8c3efc70a9d07d49a4f2ec6364a90093efa792db5950f474103","observation_id":"303c9e82-1f27-4918-bd92-deac70cb700f","resolution":{"observed_at":"2026-08-11T21:52:06.714112Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:08.027333Z","title":"Rational neural networks","venue":null,"work_id":"15a1741e-48ed-4c9a-a701-edad2f025293","year":2020},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.717934Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:9ff3eaaa62075e7ffe4c3b30812bc514fa1fd005f2505eae5f33d32e709d0440","observation_id":"19e3918e-2176-4b24-b375-632b7178074e","resolution":{"observed_at":"2026-08-11T21:52:08.031289Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2104.13478","last_updated":"2021-05-02T16:16:03Z","snapshot_observed_at":"2026-08-12T23:06:05.148534Z","submitted_at":"2021-04-27T21:09:51Z","title":"Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2104.13478","snapshot_observed_at":"2026-08-11T21:52:06.722048Z","title":"Bronstein, Joan Bruna, Taco Cohen, and Petar Veličković","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.722048Z"},"links":{"cited_paper":"/paper/2104.13478","citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:0d022846712727fa672e8e3d223f933560c5fcc1637e3e0c9930fb5ccf613471","observation_id":"fa4596ba-ae53-428c-86bc-cf882b122cf7","resolution":{"observed_at":"2026-08-11T21:52:06.722048Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:08.016181Z","title":"GraphNorm : A Principled Approach to Accelerating Graph Neural Network Training","venue":null,"work_id":"f0bf0c5f-77b3-47af-91bc-050195a88471","year":2021},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.726364Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:08bfa6fbd10955d14c3c438b01d0f1eacb677e659e166a3b937d5846d303ff8a","observation_id":"44ca6d69-c4ec-4d84-aaaf-18e0d50b33d3","resolution":{"observed_at":"2026-08-11T21:52:08.020099Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:08.004731Z","title":"Renormalized Graph Neural Networks , June 2023","venue":null,"work_id":"52d26d03-7b3b-4460-8689-3e96c2dab6de","year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.730213Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:a0fcac0b96cf1bf873452239d4841ba97d4237d0290bbcee4507308cfbdabd26","observation_id":"42c6ba91-9fe2-47b3-b72d-d0bdf51da38b","resolution":{"observed_at":"2026-08-11T21:52:08.008734Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.991622Z","title":"Learning graph normalization for graph neural networks","venue":null,"work_id":"1048c8bb-347b-457b-8d76-2060a1020bb0","year":2022},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.734189Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:f6b993e10c165ffc0e4afc2faea6ff0469fc9d8aecdc9d7585b51b243eb77576","observation_id":"5412672b-3dc5-4816-8015-6416291e6d4a","resolution":{"observed_at":"2026-08-11T21:52:07.996343Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.980386Z","title":"Cluster- GCN : An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks","venue":null,"work_id":"1079ba18-0496-4ad5-b019-2c0d35247ded","year":2019},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.737683Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:f7fc01f7540603e1c0cec3d6a4ba1d0b9cbe06daab60db460d9a77ac6f9283c3","observation_id":"405b0e96-6144-43b3-9957-da2d6e537eae","resolution":{"observed_at":"2026-08-11T21:52:07.984582Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.741153Z","title":"Lopez de Compadre, Gargi Debnath, Alan J","venue":null,"work_id":null,"year":1991},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.741153Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:f62043e05cdacb3da983d74dba5cf6f30f3b59584cc440970622fcb00eac504d","observation_id":"84ae78ac-a0b1-4182-9ed7-6776feb1231a","resolution":{"observed_at":"2026-08-11T21:52:06.741153Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.969362Z","title":"Adaptive Rational Activations to Boost Deep Reinforcement Learning","venue":null,"work_id":"5bbac83f-52bb-4382-8f04-84b875c4cf23","year":2024},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.745124Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:c56eb074b7decdd8ed2c50b83c087ce277f389d7dbe0365425c41fb77d0e99eb","observation_id":"9b2f97bd-519b-43b1-a262-260c643decfd","resolution":{"observed_at":"2026-08-11T21:52:07.973170Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2308.02565","last_updated":"2023-08-03T07:00:04Z","snapshot_observed_at":"2026-08-13T10:42:06.305136Z","submitted_at":"2023-08-03T07:00:04Z","title":"SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.02565","snapshot_observed_at":"2026-08-11T21:52:06.748724Z","title":"SimTeG : A Frustratingly Simple Approach Improves Textual Graph Learning , August 2023","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.748724Z"},"links":{"cited_paper":"/paper/2308.02565","citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:6f3babda1da02b3b32612f6575a6024df3d6ebcd98719e896e7093b9d02e1007","observation_id":"47c3d9ba-995b-4e9b-9da2-1a72ba34476a","resolution":{"observed_at":"2026-08-11T21:52:06.748724Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.957998Z","title":"Fast Graph Representation Learning with PyTorch Geometric","venue":null,"work_id":"f7a1116c-511d-486a-8268-95eedf781d89","year":2019},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.752779Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:5d3d005b8ef292feadf32ba7ab6ea1074492c5211fb6c1ee1ca0d962669f6c5a","observation_id":"48c6a700-22f3-478f-85b3-4101fba99fb3","resolution":{"observed_at":"2026-08-11T21:52:07.961992Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.947447Z","title":"Schoenholz, Patrick F","venue":null,"work_id":"f8099a26-333a-4a39-9865-b5d72a44fc80","year":2017},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.756619Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:96c2631f3c3637a5d420d776b81a67b6ffa0912425b61dfefef75b11791338eb","observation_id":"79c7ba85-f531-4f96-8d88-3b6a95272a60","resolution":{"observed_at":"2026-08-11T21:52:07.950812Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.937616Z","title":null,"venue":null,"work_id":"50a5fe26-3ad5-4bd9-baec-927bf7b17271","year":2005},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.760310Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:9fa0cd0d75e3a29b356038905a9dda9a72db0942cae50f69fb32518476d093e3","observation_id":"cae383e1-4afe-4ea7-b3ae-791ff8bded4a","resolution":{"observed_at":"2026-08-11T21:52:07.940908Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.927607Z","title":"Inductive Representation Learning on Large Graphs","venue":null,"work_id":"0a4f2444-9a00-45e9-ae68-398b4ee0e8e5","year":2017},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.763896Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:20d7699e84ca014289c33d145990ad8b9985563bc7eeb8cf6f788e41eb9cd8a5","observation_id":"1334bfcd-41b4-4ed4-b8b9-16e499a291e7","resolution":{"observed_at":"2026-08-11T21:52:07.931054Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.916326Z","title":"Harnessing Explanations : LLM -to- LM Interpreter for Enhanced Text - Attributed Graph Representation Learning","venue":null,"work_id":"83d5b181-ac6f-4d4b-b41b-8419638ce1ba","year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.767265Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:70462cf157e88324e7a0d3ef31c1ffcc2c4fee4b8bc56d1e92eddb34f0dbcdee","observation_id":"19d4a82e-b9b4-4e00-817f-32eac0a6a9b3","resolution":{"observed_at":"2026-08-11T21:52:07.920339Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2312.16788","last_updated":"2023-12-28T02:30:13Z","snapshot_observed_at":"2026-08-13T04:53:08.760781Z","submitted_at":"2023-12-28T02:30:13Z","title":"Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.16788","snapshot_observed_at":"2026-08-11T21:52:06.770368Z","title":"Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures , December 2023","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.770368Z"},"links":{"cited_paper":"/paper/2312.16788","citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:b870904f3775eb44bcc32f3ee87d80d99260f0b111de08308b8f04cbadb035a4","observation_id":"5f9e3611-2d27-4a1d-8649-dfe99254e80e","resolution":{"observed_at":"2026-08-11T21:52:06.770368Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.905340Z","title":"Open Graph Benchmark : Datasets for Machine Learning on Graphs","venue":null,"work_id":"9d97dd8d-b0b3-4999-a7e0-c8d5cdd1185c","year":2020},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.777162Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:bba77049c5e6f14c1955e78256d864190a4a205c88865595c828583d8093a3f4","observation_id":"636381e0-c304-4a8f-be79-87168a4ab240","resolution":{"observed_at":"2026-08-11T21:52:07.909094Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.780914Z","title":"Normalization Techniques in Training DNNs : Methodology , Analysis and Application","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.780914Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:6d4083677c022a37c7dd93ed3edfb96300492f9a39d073c9c1895241094afac2","observation_id":"53cd45c4-6000-4124-b57f-5239ed6cfb4e","resolution":{"observed_at":"2026-08-11T21:52:06.780914Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.894435Z","title":"Higher-order Graph Convolutional Network with Flower - Petals Laplacians on Simplicial Complexes","venue":null,"work_id":"9aed2e8b-ffe5-41b4-97ef-8d8a249c8051","year":2024},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.784337Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:9a55938b48de6beaa9302ea4cfd7c6ca6157a48b665e66ce7b14f2c257d23557","observation_id":"6b7031ae-6453-44ff-9074-f08294bc5ada","resolution":{"observed_at":"2026-08-11T21:52:07.898608Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.883105Z","title":"Batch normalization: accelerating deep network training by reducing internal covariate shift","venue":null,"work_id":"605f78d7-aacc-4b47-bb60-1c6dc822e862","year":2015},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.788120Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:26d84c5f59730671b2620c9ceb98736651a8411befc2aeab4093633c9358779d","observation_id":"a3a0c5be-1543-472e-9062-fdbe461ee32c","resolution":{"observed_at":"2026-08-11T21:52:07.886976Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.872017Z","title":"Optimization of Graph Neural Networks with Natural Gradient Descent","venue":null,"work_id":"f1aa7a70-6a2f-4728-a36f-56f9a5c913ce","year":2020},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.792095Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:a4572f8f00c1532f92b1fbd6c9d4215830977ed84d660d856d34c48b0f78491c","observation_id":"cb37be18-7d1d-474b-80ec-a6ab34db6a3a","resolution":{"observed_at":"2026-08-11T21:52:07.875851Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.796029Z","title":"Graph neural network for traffic forecasting: A survey","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.796029Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:e42251e1d60337f2fbbda96ad08a7a753ef037d8e16e62b8481445fd1f64b44e","observation_id":"f348968f-1db4-44ff-898d-17143cce18a2","resolution":{"observed_at":"2026-08-11T21:52:06.796029Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3233/faia230400","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.084181Z","title":"Reducing Oversmoothing in Graph Neural Networks by Changing the Activation Function","venue":null,"work_id":"bb8afc22-1407-4e62-9ab3-abe8b01c4fc8","year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.799997Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:c5cca4bb35c6890747194da26ffc91ff4cf8ff848c1a8c12e408f6e948f3ed30","observation_id":"1693a3d2-a26c-4436-ab44-88e37fd6ed8b","resolution":{"observed_at":"2026-08-11T21:52:07.088587Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.860866Z","title":"On the power of graph neural networks and the role of the activation function, May 2024","venue":null,"work_id":"a18d466f-420d-4d6e-acc4-139fff851771","year":2024},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.803899Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:4a1c3f2bd1d981af1c2be42e38943109052889c57a027ae70d993f0cf31834ff","observation_id":"cac42fda-5f84-46f7-8ac5-8e3910cf9531","resolution":{"observed_at":"2026-08-11T21:52:07.864856Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.849700Z","title":"Kipf and Max Welling","venue":null,"work_id":"f92309c5-7857-4075-b2f6-3d89535c8a6d","year":2016},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.807857Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:9bfae399f082ee2ce45980ca2b5d5ffd699a0e2633d0cbd52126fffdc861da85","observation_id":"5b4cffc5-1ec2-42e2-8cc2-8b938c043fd7","resolution":{"observed_at":"2026-08-11T21:52:07.853819Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3390/math10244770","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.070823Z","title":"Mathematical Expressiveness of Graph Neural Networks","venue":null,"work_id":"1593bcd3-3344-4f07-9fa2-ee8a56f0fb8f","year":2022},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.811705Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:9e5b4df7facd239a051881604f37cc02ba00d8def9e7b6b9a30fbf782f60cce5","observation_id":"8f7fa5d5-d10e-4849-baf4-ab6226d1306d","resolution":{"observed_at":"2026-08-11T21:52:07.075468Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.816659Z","title":"Lin, Allan Pinkus, and Shimon Schocken","venue":null,"work_id":null,"year":1993},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.816659Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:684dc36950178dd91e720164304c61c0e3b7fc95d8ec00d94448f92e0a0c9474","observation_id":"00b52efc-a946-4e65-ac6e-00245dbdfbf3","resolution":{"observed_at":"2026-08-11T21:52:06.816659Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.838378Z","title":"Training Graph Neural Networks with 1000 Layers","venue":null,"work_id":"c7b602ca-0c64-41ee-98f9-fbbc8dc70545","year":2021},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.821108Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:88b6619faf9f317fd415a663cb4fd83bf8cefb022fac34fc9cb172906249900f","observation_id":"0cb4da4e-b905-42cf-b3c7-f7040fe247ec","resolution":{"observed_at":"2026-08-11T21:52:07.842267Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.824884Z","title":"Deeper Insights Into Graph Convolutional Networks for Semi - Supervised Learning","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.824884Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:b1a48ccd426e949475c68632f690f78d911ecac357847e8de03d5262a7e2325c","observation_id":"52174277-0e74-492a-8818-7cb067969564","resolution":{"observed_at":"2026-08-11T21:52:06.824884Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.827187Z","title":"Revisiting Heterophily For Graph Neural Networks","venue":null,"work_id":"458f355c-ea58-4276-ba3b-8f16bf1342e0","year":2022},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.829004Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:958eb8c9006ffaba514fad90eb6974d15194e0cd0d061e4ec6974770351449cc","observation_id":"028e1aed-faa0-4f2a-b1b1-51cb54a6b8f8","resolution":{"observed_at":"2026-08-11T21:52:07.831223Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2106.08541","last_updated":"2021-06-16T03:56:03Z","snapshot_observed_at":"2026-08-13T19:03:04.295458Z","submitted_at":"2021-06-16T03:56:03Z","title":"Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2106.08541","snapshot_observed_at":"2026-08-11T21:52:06.832971Z","title":"Distilling Self - Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages , June 2021","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.832971Z"},"links":{"cited_paper":"/paper/2106.08541","citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:f4558a7fdae5d97ae34db9d7a660cd39254914aa9b7d8b9ed7cd185188984e69","observation_id":"dd114a47-5a85-4f7f-96f1-28cebcf4d0a2","resolution":{"observed_at":"2026-08-11T21:52:06.832971Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.815906Z","title":"MacQueen","venue":null,"work_id":"ae7d3bb7-80c0-4f03-8078-a1b63fcf1677","year":1967},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.837724Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:170cb8c7c93f335a885afbdef09f5b6054e0a7432478ad466c17d2debbba727c","observation_id":"5664b257-1222-4555-aa76-3bccfa5dd1d1","resolution":{"observed_at":"2026-08-11T21:52:07.819706Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.805181Z","title":"Introduction to Information Retrieval","venue":null,"work_id":"39a33b2e-a94b-4b42-ad94-3b09940e0c1b","year":2009},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.841981Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:719d5cd570343665a3cf5391e3ae1b5dc36c31aec92178aa8f74f9a0aca2f9a2","observation_id":"4e33a99e-fb07-4a7c-86a9-10345b0b9100","resolution":{"observed_at":"2026-08-11T21:52:07.809240Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.846614Z","title":"Automating the Construction of Internet Portals with Machine Learning","venue":null,"work_id":null,"year":2000},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.846614Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:00714e881999f8d3cf5f9e4a9c31aa995afc40cfda45a6f68b8c46b07eb4890e","observation_id":"ee52b7bd-ddd8-4137-ab6d-7ac8609f646b","resolution":{"observed_at":"2026-08-11T21:52:06.846614Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.794966Z","title":"Padé Activation Units : End -to-end Learning of Flexible Activation Functions in Deep Networks","venue":null,"work_id":"a6bfa88e-8109-4c98-b7ae-830085afd1cc","year":2019},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.851273Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:3ec43d31535202b2e1a9b23faf64d7ead058b9121194f2959b4001fa77149c5a","observation_id":"00b2ef16-e09b-4533-8e2a-56c1d6605260","resolution":{"observed_at":"2026-08-11T21:52:07.798260Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.783388Z","title":"Very Fast EM - Based Mixture Model Clustering Using Multiresolution Kd - Trees","venue":null,"work_id":"439d8dd2-97dd-4de3-a327-e512354d3c45","year":1998},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":45,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.855590Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:a7e22eee20d2df9b0043dc48b8f1fe15291c955d9f48c1d5beb5cf74b0bd6c24","observation_id":"e2e0346c-f8af-4e35-9539-f395ce46f676","resolution":{"observed_at":"2026-08-11T21:52:07.787290Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.772295Z","title":"TUDataset : A collection of benchmark datasets for learning with graphs","venue":null,"work_id":"e4155bad-427b-4c86-aa0d-fbb31b4148f1","year":2020},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":46,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.859494Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:bf4d92a6021b8fd6d90c9e878dda415ee139ba5fe5460006a1f74ecdab5abdb2","observation_id":"474e40e1-8fd5-4b7a-82ce-90718fc40bf6","resolution":{"observed_at":"2026-08-11T21:52:07.776241Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.863417Z","title":"Predicting basin stability of power grids using graph neural networks","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":47,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.863417Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:6c7076f52a1d754db8ec46bf11ebd1854922f7710adb9d5a322afb6774caba88","observation_id":"52997836-d353-4446-af77-0b10896dc367","resolution":{"observed_at":"2026-08-11T21:52:06.863417Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.761023Z","title":"Revisiting over-smoothing and over-squashing using ollivier-ricci curvature","venue":null,"work_id":"f9962908-b5f4-497f-8091-913ca4ad274d","year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":48,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.867041Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:c207c3ca76ce4ec09f6837aab9c288e064048b197e49e3b4a4fb8524b78c67db","observation_id":"4522b89a-553b-483f-806f-f3a43fd7d702","resolution":{"observed_at":"2026-08-11T21:52:07.765048Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1905.09550","last_updated":"2019-05-26T05:21:04Z","snapshot_observed_at":"2026-07-06T07:54:54.802338Z","submitted_at":"2019-05-23T09:27:21Z","title":"Revisiting Graph Neural Networks: All We Have is Low-Pass Filters","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1905.09550","snapshot_observed_at":"2026-08-11T21:52:06.870386Z","title":"Revisiting Graph Neural Networks : All We Have is Low - Pass Filters , May 2019","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":49,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.870386Z"},"links":{"cited_paper":"/paper/1905.09550","citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:48cca3a58b6457d385d5182aecb50d427a3c035c323fc5f13d97e097f9b0c7b3","observation_id":"4a1796c6-61ea-48cd-a4ff-be231e419f66","resolution":{"observed_at":"2026-08-11T21:52:06.870386Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.750043Z","title":"Geom- GCN : Geometric Graph Convolutional Networks","venue":null,"work_id":"8685016d-e26d-4bc1-8ce1-dda733b10847","year":2020},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":50,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.874278Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:9c1fad9477be965de54bade67296035d7db44fc781e3b95284b6483610edf29f","observation_id":"7217e7ee-0539-4778-97c8-871cc1db95d2","resolution":{"observed_at":"2026-08-11T21:52:07.753850Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2305.10498","last_updated":"2023-11-28T18:33:37Z","snapshot_observed_at":"2026-08-13T11:40:00.525875Z","submitted_at":"2023-05-17T18:06:43Z","title":"Edge Directionality Improves Learning on Heterophilic Graphs","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.10498","snapshot_observed_at":"2026-08-11T21:52:06.878017Z","title":"Edge Directionality Improves Learning on Heterophilic Graphs , November 2023","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":51,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.878017Z"},"links":{"cited_paper":"/paper/2305.10498","citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:9a2b0760122be397a65405900a39120759f032637d60d7baf6d4373c9278daf3","observation_id":"461a3cae-e980-4b49-aa38-df87ae8355b6","resolution":{"observed_at":"2026-08-11T21:52:06.878017Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.882187Z","title":"Multi- Scale attributed node embedding","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":52,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.882187Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:d334214d28789610bb29bb5fe3e0d9b827102254a3ddd11cdafe7dffc2730655","observation_id":"f2414dbb-d3f1-4012-afd8-b9d05bb0093f","resolution":{"observed_at":"2026-08-11T21:52:06.882187Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.738738Z","title":"Graph- Coupled Oscillator Networks","venue":null,"work_id":"25d8a0da-777a-4d25-9acd-cfcb007d7ec3","year":2022},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":53,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.886226Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:0f6ce04377a2981aa8a7fa88138975a25e909e51b90f9ceb131ce91ac7216792","observation_id":"dc9422c5-5666-41ac-aba5-0340ba97e2f3","resolution":{"observed_at":"2026-08-11T21:52:07.742630Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2303.10993","last_updated":"2023-03-20T10:21:29Z","snapshot_observed_at":"2026-08-13T12:20:52.753435Z","submitted_at":"2023-03-20T10:21:29Z","title":"A Survey on Oversmoothing in Graph Neural Networks","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.10993","snapshot_observed_at":"2026-08-11T21:52:06.890981Z","title":"Konstantin Rusch, Michael M","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":54,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.890981Z"},"links":{"cited_paper":"/paper/2303.10993","citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:41837e9670106d370e24250b1d7e14b52c592830238aedc4cea9e69129d2776c","observation_id":"9dd77b13-90f7-4eac-abee-4926e1e73be1","resolution":{"observed_at":"2026-08-11T21:52:06.890981Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.726912Z","title":"Konstantin Rusch, Benjamin Paul Chamberlain, Michael W","venue":null,"work_id":"4285ce22-6ae5-4fbe-a025-94ddc5cbe3cc","year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":55,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.894928Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:b5cac50f625cff76ba35946c66b502be0b82edfc23f40e3e5f9e7735b5d362c6","observation_id":"32c8a9ec-5693-4c40-8a03-e6a44fe4e16a","resolution":{"observed_at":"2026-08-11T21:52:07.730930Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.898786Z","title":"The Graph Neural Network Model","venue":null,"work_id":null,"year":2008},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":56,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.898786Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:64e310672c677dd6a3db86004efcd8550dc18721fd8bbe9e69287f8b13054d30","observation_id":"f5dfcd72-6628-4314-bbb1-9ac2ba97417b","resolution":{"observed_at":"2026-08-11T21:52:06.898786Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.902402Z","title":"Collective Classification in Network Data","venue":null,"work_id":null,"year":2008},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":57,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.902402Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:1cea85143b67e044a018a5fb3583ca0c1af1a1002609c7454fa35c85c7aff5c0","observation_id":"14a9e2b9-d4d5-4691-8303-667ebade6d15","resolution":{"observed_at":"2026-08-11T21:52:06.902402Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1811.05868","last_updated":"2019-06-18T13:15:39Z","snapshot_observed_at":"2026-08-10T09:46:29.797564Z","submitted_at":"2018-11-14T15:53:19Z","title":"Pitfalls of Graph Neural Network Evaluation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1811.05868","snapshot_observed_at":"2026-08-11T21:52:06.906884Z","title":"Pitfalls of Graph Neural Network Evaluation , June 2019","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":58,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.906884Z"},"links":{"cited_paper":"/paper/1811.05868","citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:4321f4ea38c0c39fa5629c02d34657fa1ba0dad0542752c3f35747cfb1ef832a","observation_id":"e6d19902-96d5-45ab-acab-66d39de436c0","resolution":{"observed_at":"2026-08-11T21:52:06.906884Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.716144Z","title":null,"venue":null,"work_id":"2b20f779-b8c3-442d-8c28-695666958104","year":2021},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":59,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.911116Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:d9f1b057c2f348b71d261aab2e19d461038eaf84cd1d10501f641ec7efa365be","observation_id":"e950e2d3-5843-47c3-9caa-e0a0b55e23b8","resolution":{"observed_at":"2026-08-11T21:52:07.720150Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.704963Z","title":"Masked Label Prediction : Unified Message Passing Model for Semi - Supervised Classification","venue":null,"work_id":"9da55811-46f8-4479-b9f6-c9c7ba63616d","year":2021},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":60,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.914888Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:c58a7607f3d4f81a04e0a1d853b2c26f4c69cbeba183d08bb12a35f14f4447de","observation_id":"ce7e8d2f-c495-40aa-8dba-ea72005f4831","resolution":{"observed_at":"2026-08-11T21:52:07.709123Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.694513Z","title":"Exphormer: Sparse Transformers for Graphs","venue":null,"work_id":"94a14c36-3f86-46a4-aa3d-fe49292c513d","year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":61,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.918822Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:7f0916bc7832f43ab0ba2d96fd8f6c556c4910c952f6f2b53ba6ef1edbf95605","observation_id":"34db159d-de14-4597-bc2f-44d54f3bce60","resolution":{"observed_at":"2026-08-11T21:52:07.697895Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.683468Z","title":"ArnetMiner : extraction and mining of academic social networks","venue":null,"work_id":"c9baabbb-3b41-4654-95f7-9c5396ee07a1","year":2008},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":62,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.922746Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:0122ed0441084a8eb2349f5d348337ff1b75e8f00c77b80c1b45241eb7ef4029","observation_id":"1ea473ea-3078-42ae-9e03-b9ac531a4409","resolution":{"observed_at":"2026-08-11T21:52:07.687005Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.673652Z","title":"Neural Networks and Rational Functions","venue":null,"work_id":"1be3779d-a501-4784-87cc-2824b5d03e44","year":2017},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":63,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.926380Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:19b09caab15fa97ba05faa8b0e8f56d60d2b295da5688571f0f0ebb07b393b56","observation_id":"015e97dc-2743-46ee-99f6-e5c90b38cd0f","resolution":{"observed_at":"2026-08-11T21:52:07.676953Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.662680Z","title":"Bronstein","venue":null,"work_id":"2a7b76a2-fe0c-4085-be48-d94567b78430","year":2021},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":64,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.930153Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:5544e7fdbdeccea44ce28978ef8eb2038177702cbfeb87ab3d53659160ed3d46","observation_id":"6cecd967-1ba1-4da1-a4c6-78362d4c1e65","resolution":{"observed_at":"2026-08-11T21:52:07.666434Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.651469Z","title":"ERA : Enhanced Rational Activations","venue":null,"work_id":"8f5e50ca-968d-4e23-a0a5-8fdb4a778cd1","year":2022},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":65,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.934055Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:d75ce4da75dd5325c32a2bfc7c5749ebf9a93300fca89041b59a00db70038afd","observation_id":"c5b73fcc-f225-4fd6-b558-84332733d712","resolution":{"observed_at":"2026-08-11T21:52:07.655171Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.639811Z","title":"Attention is All you Need","venue":null,"work_id":"36e28cf7-f46b-469e-bad3-93e876f96c9b","year":2017},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":66,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.938153Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:45bbadbecbc416e1bd53bcc01eeeff84e57edf5430059dcd19850cd48228f6af","observation_id":"824e5574-d5b9-4a05-8fe5-9b56f86cb154","resolution":{"observed_at":"2026-08-11T21:52:07.643802Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.628421Z","title":"Graph Attention Networks","venue":null,"work_id":"1c1a069c-a41e-42ff-ab69-115a8d09ddef","year":2018},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":67,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.942119Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:51c20574a8d596b73010b1abc3b32a0e66019dce047d75729a1a3a923855af12","observation_id":"e1624408-510a-477a-88bd-52e1c4355425","resolution":{"observed_at":"2026-08-11T21:52:07.632404Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/s10462-022-10321-2","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.010351Z","title":"A survey of graph neural networks in various learning paradigms: methods, applications, and challenges","venue":null,"work_id":"b48497c2-2189-4891-a29a-f7d0b85510ef","year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":68,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.945412Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:ae9d1789a390098dfbda5d8ec17dc36a8a3b5852dcedec208145fdd7022c3ba5","observation_id":"535ba15e-8a36-4878-b785-95f8ae7f2dc4","resolution":{"observed_at":"2026-08-11T21:52:07.016601Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.616919Z","title":"Graph Neural Networks for Molecules","venue":null,"work_id":"e162994a-6e50-4d37-8078-5f41afe81e40","year":2023},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":69,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.949214Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:16a0c6b95e585148e85a4608ea4c316fa921ebdbfb58412b73598e50e2120417","observation_id":"af2b2779-f662-4c82-ad7c-a2d579f8b204","resolution":{"observed_at":"2026-08-11T21:52:07.621154Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.604876Z","title":"Simplifying Graph Convolutional Networks","venue":null,"work_id":"864b5eaa-2153-4d93-84bc-444e8a18d09e","year":2019},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":70,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.953171Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:4be17b81d79015ccdf6e7cab84a3e329d8558a51014ba3d66eefa7286db78f6b","observation_id":"5c5261f2-dc30-4d4b-b21f-6ecc58ef2af0","resolution":{"observed_at":"2026-08-11T21:52:07.608832Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.593159Z","title":"Link Prediction Based on Graph Neural Networks","venue":null,"work_id":"2c1c6238-9001-4846-ab15-9897c208f655","year":2018},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":71,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.956605Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:c9dcf75b466cecfc26a93a8c6656e35363cf70289ba88fa84c9e17592f337e3f","observation_id":"b05d944c-8422-464e-932d-f1b723dd3aa7","resolution":{"observed_at":"2026-08-11T21:52:07.597241Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.581354Z","title":"PairNorm : Tackling Oversmoothing in GNNs","venue":null,"work_id":"88bbd84e-dba7-4d7a-8a16-2df0beee18d3","year":2020},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":72,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.959907Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:11c8c315e88461e1d037bbb717cef960dce677291c29e604829970576b46f611","observation_id":"e91fcf8a-7bb5-49a3-9c73-10461814b291","resolution":{"observed_at":"2026-08-11T21:52:07.585387Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:06.964129Z","title":"Graph neural networks: A review of methods and applications","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":73,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.964129Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:4cfc24c11813eab1fe0581c0ab07add2603efc9a93bbc4ea38e9634dec1397cb","observation_id":"014edb93-5817-426e-bb99-138ddb6af2d6","resolution":{"observed_at":"2026-08-11T21:52:06.964129Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.569266Z","title":"Towards deeper graph neural networks with differentiable group normalization","venue":null,"work_id":"3ade4922-22e5-4dfd-8138-537773240b3d","year":2020},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":74,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.968793Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:0af43169b6d0fc428947e90ab9d32c0410f252f97b4718ab445280b4fbf87197","observation_id":"863aea9f-ccb2-40fc-b4de-95f4122fee8d","resolution":{"observed_at":"2026-08-11T21:52:07.573777Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T21:52:07.556439Z","title":"Deep Graph Contrastive Representation Learning , 2020","venue":null,"work_id":"2f2f2573-bb20-46ca-8d87-0661f6e2763d","year":2020},"citing_paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules","version":1},"reference_index":75,"source":"arxiv_source","source_observed_at":"2026-08-11T21:52:06.972745Z"},"links":{"citing_paper":"/paper/2412.04064"},"observation_digest":"sha256:55d7e216c31723e59b870c9c3f8b6200a098e52ae3b203003efff53a6189e041","observation_id":"0dfdd7a2-a02e-4ae2-ac6d-9e30da30c4e8","resolution":{"observed_at":"2026-08-11T21:52:07.560883Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2412.04064","last_updated":"2024-12-05T10:59:20Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-13T06:07:11.790228Z","submitted_at":"2024-12-05T10:59:20Z","title":"Graph Neural Networks Need Cluster-Normalize-Activate Modules"},"reference_resolution":{"displayed":75,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":27,"verified_exact":5,"verified_fuzzy":43},"total_outbound_references":75},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"thesis":"As of 14 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 0 inbound Pith citation observations for arXiv:2412.04064."}