{"as_of":"2026-08-10T05:55:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:d0dfb38bbe8fddbb1272857a4330615c591d44d9c30f22a65facb5378f7fd5c5","coverage":[{"denominator":17,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":17,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-30T14:07:56.773429Z","state":"measured"},{"denominator":17,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":17,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+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/2607.23860/citation-record","integrity":"/paper/2607.23860/integrity","json":"/paper/2607.23860/citation-record.json","paper":"/paper/2607.23860"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-30T14:07:56.763656Z","title":"Fix one feature in one regularised layer and letsm =σ(γ m)∈(0,1)be memberm’s importance for it, with across-member sharesp= softmax τ(s)","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.763656Z"},"links":{"citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:411d1413f5baffdff6b0921a30f1b8e216cb9907efc56ef23c89275a91097053","observation_id":"a3275cd9-e7b9-49c0-bae8-7e0483e74ff6","resolution":{"observed_at":"2026-07-30T14:07:56.763656Z","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":"2026-07-30T14:07:56.773429Z","title":"Columns:τ= 0.1(left), τ= 1(right)","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.773429Z"},"links":{"citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:046247fbe438e079a9a35cb6788ec57af9a8f59230cf50ffdb8be1554c49a2e8","observation_id":"d06c4069-1f30-45ea-83b8-6c9879a09d76","resolution":{"observed_at":"2026-07-30T14:07:56.773429Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2201.10908","last_updated":"2022-01-26T12:51:11Z","snapshot_observed_at":"2026-08-09T20:22:24.550710Z","submitted_at":"2022-01-26T12:51:11Z","title":"Improving robustness and calibration in ensembles with diversity regularization","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2201.10908","snapshot_observed_at":"2026-07-30T14:07:56.716316Z","title":"Bálint Mucsányi, Michael Kirchhof, and Seong Joon Oh","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.716316Z"},"links":{"cited_paper":"/paper/2201.10908","citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:4d8fb86c67fb62b37d06fad494f914069f4e987df7112b0a1c594edead53e794","observation_id":"69ae46c6-26cd-4ebb-b005-4b39a681addf","resolution":{"observed_at":"2026-07-30T14:07:56.716316Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.19460","last_updated":"2024-11-27T18:54:22Z","snapshot_observed_at":"2026-07-06T17:37:39.610989Z","submitted_at":"2024-02-29T18:52:56Z","title":"Benchmarking Uncertainty Disentanglement: Specialized Uncertainties for Specialized Tasks","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.19460","snapshot_observed_at":"2026-07-30T14:07:56.725659Z","title":"Dominik J","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.725659Z"},"links":{"cited_paper":"/paper/2402.19460","citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:003d489279425375b8c19e7a70218d015ba3a411a2c7c1e3d4304981d66c65b1","observation_id":"d523a097-fc51-4f8e-ab10-d3faea0282de","resolution":{"observed_at":"2026-07-30T14:07:56.725659Z","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":"2026-07-30T14:07:56.730926Z","title":"Ian Osband, Zheng Wen, Seyed Mohammad Asghari, Vikranth Dwaracherla, Morteza Ibrahimi, Xiuyuan Lu, and Benjamin Van Roy","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.730926Z"},"links":{"citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:18e76144ef022fa6ad787f1a56849ff6b9dec82bec11546d49b2f8d43f44858b","observation_id":"bf2f3edd-265d-47c7-b5b7-f874e768427c","resolution":{"observed_at":"2026-07-30T14:07:56.730926Z","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":"2026-07-30T14:07:56.753160Z","title":"The two agree on the setting and differ in how member diversity is produced, how the modulation is parameterised, and how it is optimised","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.753160Z"},"links":{"citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:824d063a5f8fd45a978b2451c42a74754ced33f6bd1f743cad41f65ed952bf01","observation_id":"ba45b1ed-e4f5-4493-8b6a-d711323d5491","resolution":{"observed_at":"2026-07-30T14:07:56.753160Z","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":"2026-07-30T14:07:56.759200Z","title":"Member heads are reinitialised: a shared head is a symmetric fixed point at which the regulariser has no gradient, so reinitialisation supplies the asymmetry the mechanism needs","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.759200Z"},"links":{"citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:478b943d47f945faba7f26a5c25daba964ad94fcb07e80b5bcd0aea925d699be","observation_id":"38f212c4-e726-428e-a61c-406a5ebf2996","resolution":{"observed_at":"2026-07-30T14:07:56.759200Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.15758","last_updated":"2024-12-20T10:24:08Z","snapshot_observed_at":"2026-08-04T22:31:59.601007Z","submitted_at":"2024-12-20T10:24:08Z","title":"Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.15758","snapshot_observed_at":"2026-07-30T14:07:56.734661Z","title":"Function space di- versity for uncertainty prediction via repulsive last-layer ensembles.arXiv preprint arXiv:2412.15758,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":2013,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.734661Z"},"links":{"cited_paper":"/paper/2412.15758","citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:058d4d52a081c33ac259564c88b1c6e372e870cd77cf87a6499c0719348aeef3","observation_id":"94ebb6e4-1723-407c-ab10-5217d3e21cc8","resolution":{"observed_at":"2026-07-30T14:07:56.734661Z","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":"2026-07-30T14:07:56.743001Z","title":"Is BatchEnsemble a single model? on calibration and diversity of efficient ensembles.arXiv preprint arXiv:2601.16936,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":2016,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.743001Z"},"links":{"citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:6b20c5492315e237ceebd22f5c2f9b1f81e5d29d0bb555b46e8ba4f03bce15a7","observation_id":"717e9943-b88b-49f5-bb0b-211d8cbded20","resolution":{"observed_at":"2026-07-30T14:07:56.743001Z","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":"2026-07-30T14:07:56.768194Z","title":"•Geometric ambiguity(output-space, label-free): the ambiguity term under the cross-entropy’s centroid combiner, the normalised geometric mean (Wood et al., 2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":2018,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.768194Z"},"links":{"citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:56ea4afd574878f96ef062e86a82a8f04874700461fd98ec4f1cc85cc6169910","observation_id":"bf6ae077-00f9-4989-bb88-ba12058fc66d","resolution":{"observed_at":"2026-07-30T14:07:56.768194Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1503.02531","last_updated":"2015-03-09T15:44:49Z","snapshot_observed_at":"2026-07-06T04:11:24.157003Z","submitted_at":"2015-03-09T15:44:49Z","title":"Distilling the Knowledge in a Neural Network","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1503.02531","snapshot_observed_at":"2026-07-30T14:07:56.711616Z","title":"Distilling the knowledge in a neural network.arXiv preprint arXiv:1503.02531,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":2019,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.711616Z"},"links":{"cited_paper":"/paper/1503.02531","citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:5a910c9f451e1daab791580362eef5a367dc00ce67e30a6b1f0548168645c079","observation_id":"8c985520-381f-47b1-9c73-8cf0ff8826bf","resolution":{"observed_at":"2026-07-30T14:07:56.711616Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2204.06404","last_updated":"2022-04-13T14:08:27Z","snapshot_observed_at":"2026-07-06T13:00:00.880026Z","submitted_at":"2022-04-13T14:08:27Z","title":"Receding Neuron Importances for Structured Pruning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2204.06404","snapshot_observed_at":"2026-07-30T14:07:56.738567Z","title":"Receding neuron importances for structured pruning.arXiv preprint arXiv:2204.06404,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":2020,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.738567Z"},"links":{"cited_paper":"/paper/2204.06404","citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:104cfac1eb7730ab2c1dfd4d3979c41dbedf563dd4231b718cd423c47d7954f6","observation_id":"e78b1a56-b51c-437e-bb39-20b28306ffd0","resolution":{"observed_at":"2026-07-30T14:07:56.738567Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1912.02757","last_updated":"2020-06-25T03:57:04Z","snapshot_observed_at":"2026-08-02T23:41:42.474354Z","submitted_at":"2019-12-05T17:48:18Z","title":"Deep Ensembles: A Loss Landscape Perspective","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1912.02757","snapshot_observed_at":"2026-07-30T14:07:56.689567Z","title":"Deep ensembles: A loss landscape perspective","venue":null,"work_id":null,"year":1912},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":2022,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.689567Z"},"links":{"cited_paper":"/paper/1912.02757","citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:4b6ab549a9b3723a447f4e6e7e38c88e6b95e08d858dad90b81a3afcdfc8432b","observation_id":"e6e3e9e6-243e-4bce-b7ac-86596792d8b8","resolution":{"observed_at":"2026-07-30T14:07:56.689567Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2107.03342","last_updated":"2022-01-18T23:54:07Z","snapshot_observed_at":"2026-07-06T11:27:01.301532Z","submitted_at":"2021-07-07T16:39:28Z","title":"A Survey of Uncertainty in Deep Neural Networks","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2107.03342","snapshot_observed_at":"2026-07-30T14:07:56.700511Z","title":"Chuan Guo, Geoff Pleiss, Yu Sun, and Kilian Q","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":2023,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.700511Z"},"links":{"cited_paper":"/paper/2107.03342","citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:bc6155b9dff53a917d237f21d90aaf70a4899f1e982870059075f8aadc5a29bc","observation_id":"170b5c24-44fe-4ff2-8dbd-5d1ef0134aaa","resolution":{"observed_at":"2026-07-30T14:07:56.700511Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2510.18358","last_updated":"2026-04-21T06:00:16Z","snapshot_observed_at":"2026-07-06T22:33:43.999976Z","submitted_at":"2025-10-21T07:26:38Z","title":"Ensembling Pruned Attention Heads For Uncertainty-Aware Efficient Transformers","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2510.18358","snapshot_observed_at":"2026-07-30T14:07:56.695348Z","title":"Ensembling pruned attention heads for uncertainty-aware efficient transformers.arXiv preprint arXiv:2510.18358,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.695348Z"},"links":{"cited_paper":"/paper/2510.18358","citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:86a182afeef21b444f62393c222874d94860ab948e37afdf2c2900040569358d","observation_id":"4222722e-09c1-413b-8908-6a47f4622716","resolution":{"observed_at":"2026-07-30T14:07:56.695348Z","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":"2026-07-30T14:07:56.748671Z","title":"This protocol differs from LoRA-Ensemble’s own configuration in its optimisation scheme and ensemble size (M= 4here, versusM= 16in their paper)","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":2025,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.748671Z"},"links":{"citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:07e1a984c38b3bf80fa7a5da6b3ea61575779e408d780b6a894018b26a231f1e","observation_id":"d9d954d7-5fd8-4243-8ac5-8a64c81343ed","resolution":{"observed_at":"2026-07-30T14:07:56.748671Z","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":"2026-07-30T14:07:56.706387Z","title":"Dan Hendrycks and Thomas Dietterich","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation","version":1},"reference_index":2026,"source":"pdf_text","source_observed_at":"2026-07-30T14:07:56.706387Z"},"links":{"citing_paper":"/paper/2607.23860"},"observation_digest":"sha256:31c65c7ca3ee9b98c18ea4c634398c04da2e458d24b8575ac3c111a8409e6ad7","observation_id":"25aa26dd-0e7e-4294-bf0f-77a16f5f556b","resolution":{"observed_at":"2026-07-30T14:07:56.706387Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.23860","last_updated":"2026-07-26T22:06:42Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-03T00:49:46.579876Z","submitted_at":"2026-07-26T22:06:42Z","title":"Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation"},"reference_resolution":{"displayed":17,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":16,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":17},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2607.23860."}