{"as_of":"2026-08-01T21:37:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:1234680a4da945c46a06a553c1fbb4b0d021872135466b9d6148394444157ce2","coverage":[{"denominator":45,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":45,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-31T09:20:47.845917Z","state":"measured"},{"denominator":45,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":45,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-01T06:32:01.292127+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/2607.24645/citation-record","integrity":"/paper/2607.24645/integrity","json":"/paper/2607.24645/citation-record.json","paper":"/paper/2607.24645"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T09:20:46.993566Z","title":"Journal of Machine Learning Research , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:46.993566Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:7ea6fafce7388f04e031899477d0d26b5e4a78527ad6cf4fef5f47e2a61a918b","observation_id":"6c65391e-f91d-41b2-a20f-78766fa26f85","resolution":{"observed_at":"2026-07-31T09:20:46.993566Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2604.28119","last_updated":"2026-04-30T17:08:07Z","snapshot_observed_at":"2026-07-31T15:51:05.350286Z","submitted_at":"2026-04-30T17:08:07Z","title":"Do Sparse Autoencoders Capture Concept Manifolds?","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2604.28119","snapshot_observed_at":"2026-07-31T09:20:47.008532Z","title":"CoRR , volume =","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.008532Z"},"links":{"cited_paper":"/paper/2604.28119","citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:f08326d3810c2c970100199317de7a8d9b13f874b83d6ba3fec32f32f463031d","observation_id":"ea906b2e-24c3-4d22-aa45-22757ce15218","resolution":{"observed_at":"2026-07-31T09:20:47.008532Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.04478","last_updated":"2024-09-05T18:00:37Z","snapshot_observed_at":"2026-07-06T19:11:40.618767Z","submitted_at":"2024-09-05T18:00:37Z","title":"Evaluating Open-Source Sparse Autoencoders on Disentangling Factual Knowledge in GPT-2 Small","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.04478","snapshot_observed_at":"2026-07-31T09:20:47.034743Z","title":"CoRR , volume =","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.034743Z"},"links":{"cited_paper":"/paper/2409.04478","citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:d5a16e447af7804cece80e61aa3cb8032903503a3f38be7d8d487762ebede586","observation_id":"254b586c-279b-46d1-822c-8ee4cba64308","resolution":{"observed_at":"2026-07-31T09:20:47.034743Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2604.02685","last_updated":"2026-04-03T03:29:48Z","snapshot_observed_at":"2026-07-06T22:52:02.162758Z","submitted_at":"2026-04-03T03:29:48Z","title":"Finding Belief Geometries with Sparse Autoencoders","version":1},"cited_work":{"arxiv_id":"2604.02685","doi":"10.48550/arxiv.2604.02685","metadata_source":"pith","pith_arxiv_id":"2604.02685","snapshot_observed_at":"2026-07-31T12:16:09.833992Z","title":"Finding Belief Geometries with Sparse Autoencoders","venue":"cs.LG","work_id":"bcf0d2b0-1c6d-4148-b6d3-0dd018321da4","year":2026},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.045872Z"},"links":{"cited_paper":"/paper/2604.02685","citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:f27d8f89e1f66ec9fef0c89e568bf27006152747eeec77eea44377c7d38e24ff","observation_id":"27da44f8-9f0c-4982-b77f-84328e813376","resolution":{"observed_at":"2026-07-31T09:21:24.466794Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-01T06:32:01.292127+00:00","source":"crossref"},{"observed_at":"2026-08-01T06:31:58.492377+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":"2026-07-31T09:20:47.094747Z","title":"Manning and Christopher Potts , editor =","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.094747Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:20e058bf9213db5627e73694e499ff2876aefb908c6c002b3896334f00f641ed","observation_id":"52e08275-dffb-49e4-925e-ff004edb4139","resolution":{"observed_at":"2026-07-31T09:20:47.094747Z","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":"2026-07-31T09:20:47.141888Z","title":"Galichin and Alexey Dontsov and Oleg Rogov and Ivan V","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.141888Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:a80ddfa0bbd596b88d26d848e2a237919952276380a425a819cfa8b37a8b4fca","observation_id":"011314fa-3a07-4982-a59e-238ec2e9f81f","resolution":{"observed_at":"2026-07-31T09:20:47.141888Z","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":"10.18653/v1/2026.eacl-long.279","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T09:21:24.092607Z","title":"Li and Suraj Srinivas and Usha Bhalla and Himabindu Lakkaraju , editor =","venue":null,"work_id":"1b27824b-96e3-4d54-bb98-92744a2b1777","year":2026},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.164639Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:a0b24bb8ffb6aa0aa8ea309b1804a2ea59e35726dc071aa81aaa695b611f714e","observation_id":"1c1e5277-6362-4f94-9208-30af129195e6","resolution":{"observed_at":"2026-07-31T09:21:24.180960Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-01T06:32:01.292127+00:00","source":"crossref"},{"observed_at":"2026-08-01T06:31:58.492377+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":"2026-07-31T09:20:47.171174Z","title":"and Lubana, Ekdeep S and Fel, Thomas and Ba, Demba , booktitle =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.171174Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:dbab4a86d5b221f72b8ef2ded674bd7156c0620b5999224330065145f2b43902","observation_id":"3230cf53-a693-475b-ac2e-8bef6cfb0f6c","resolution":{"observed_at":"2026-07-31T09:20:47.171174Z","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":"2026-07-31T09:20:47.182754Z","title":"Michaud and David D","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.182754Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:c024ad28cefdd8d18f188086c693cbb74228db0d65347d421a6ed9c052507972","observation_id":"ba75407c-25b1-4b49-9331-8d2332f3b6b2","resolution":{"observed_at":"2026-07-31T09:20:47.182754Z","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":"2026-07-31T09:20:47.189370Z","title":"Transformer Circuits Thread , note=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.189370Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:1b6de79d76fb9857986124d119a660673ca43e6f74317e7c4d4a4322a235fa8b","observation_id":"efff8438-2061-4280-91c6-2b8b0f6b255b","resolution":{"observed_at":"2026-07-31T09:20:47.189370Z","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":"2026-07-31T09:20:47.195972Z","title":"Transformer Circuits Thread , note=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.195972Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:f5d5014328caa81e30fe475985382daa4b343af8e5eb8747b25a7870131bcf4f","observation_id":"1e7d4f3e-8881-47d4-85d4-11bc67230147","resolution":{"observed_at":"2026-07-31T09:20:47.195972Z","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":"2026-07-31T09:20:47.201745Z","title":"The Twelfth International Conference on Learning Representations,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.201745Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:b54fccb60be9322c67a24083b324a28d78e751e22521e5b07121fd3c29f1d7a1","observation_id":"f8dc10b9-07ea-40d0-ad06-e4d20bdc624f","resolution":{"observed_at":"2026-07-31T09:20:47.201745Z","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":"2026-07-31T09:20:47.224745Z","title":"Daniel and Sumers, Theodore R","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.224745Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:7cf7d97d5307b95616f834fc5354b935dc32cd6b7e0491543161dbd243c4262e","observation_id":"5c3f897a-6cf1-4be4-a9e1-5857a4ce39d8","resolution":{"observed_at":"2026-07-31T09:20:47.224745Z","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":"2026-07-31T09:20:47.274747Z","title":"2024 , url =","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.274747Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:8817e07d8f2b215f945404ebaa4e456481b87c243d0ccfc305cc9b30a0e6d5bd","observation_id":"ac395899-e9ac-44c5-8dbc-460e536dcc20","resolution":{"observed_at":"2026-07-31T09:20:47.274747Z","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":"2026-07-31T09:20:47.290827Z","title":"2025 , url =","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.290827Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:95ce1802f28f01e9b18998dc51535e92530b9f7edaa8e04789bdec600343e5f6","observation_id":"3e31cfd2-c02e-4d7b-b48a-1394ae58444f","resolution":{"observed_at":"2026-07-31T09:20:47.290827Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.08112","last_updated":"2025-11-11T01:13:28Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-03-14T17:47:09Z","title":"Eliciting Latent Predictions from Transformers with the Tuned Lens","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.08112","snapshot_observed_at":"2026-07-31T09:20:47.304749Z","title":"CoRR , volume =","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.304749Z"},"links":{"cited_paper":"/paper/2303.08112","citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:0af864efda1899725642cc20985e3c72c4049f2c223b89a85a83d83bfd92deef","observation_id":"4773625a-2c48-4fd8-a0c5-5210754bb588","resolution":{"observed_at":"2026-07-31T09:20:47.304749Z","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":"2026-07-31T09:20:47.354749Z","title":"CoRR , volume =","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.354749Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:afb1f91b34b036c9ec029e268f3454bde921dbfe55b36b85c5bd71fd6f922195","observation_id":"f947d50e-c2b7-4055-8e2d-ca1137520cf7","resolution":{"observed_at":"2026-07-31T09:20:47.354749Z","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":"2026-07-31T09:20:47.404749Z","title":"The Thirty-eighth Annual Conference on Neural Information Processing Systems , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.404749Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:757d3f44d65411bb6b292c9f41b7224ba9d880aaa0cf6804afef9922639d3c06","observation_id":"55143e60-7c8b-46ca-8725-97ec0ee70f03","resolution":{"observed_at":"2026-07-31T09:20:47.404749Z","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":"2026-07-31T09:20:47.463908Z","title":"2025 , url=","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.463908Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:5369c1c0bfb4c3ee53a1aa0032ac7708a3527b71a8555c77d1d6ffd43714ce0c","observation_id":"efd691aa-7496-47e5-be50-cac9d31a390d","resolution":{"observed_at":"2026-07-31T09:20:47.463908Z","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":"2026-07-31T09:20:47.501900Z","title":"2024 , url=","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.501900Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:f0b714fd25fac0d714ece08cab32a4eda54c6f0e748e3f1311e5816c9200ed9d","observation_id":"7da03c32-1afd-4cf4-b1d7-13db761c5ec5","resolution":{"observed_at":"2026-07-31T09:20:47.501900Z","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":"2026-07-31T09:20:47.554747Z","title":"Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.554747Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:0ebc4097aa0f613cb601bcfb5c2a563684d20bca2403e8987d4b9e14968892d0","observation_id":"9560e457-04f6-468d-93ca-02e9cf9ef28d","resolution":{"observed_at":"2026-07-31T09:20:47.554747Z","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":"2026-07-31T09:20:47.568436Z","title":"Philosophical Transactions of the Royal Society of London, Series A: Containing Papers of a Mathematical or Physical Character , number =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.568436Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:493d17a26defdc1a64485aac7644d338143008721c0c35fbbe42b81c64af86a4","observation_id":"ed897840-c828-469f-a7c1-2622c93c569f","resolution":{"observed_at":"2026-07-31T09:20:47.568436Z","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":"2026-07-31T09:20:47.585923Z","title":"Neural Comput","venue":null,"work_id":null,"year":1998},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.585923Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:4d0ef512de9f387c948508bade479a2df10ded14b9a4a5c275afae6602542bb1","observation_id":"8e4ec658-1bb7-4a87-a916-41c8560806c0","resolution":{"observed_at":"2026-07-31T09:20:47.585923Z","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":"2026-07-31T09:20:47.617215Z","title":"2007 , publisher=","venue":null,"work_id":null,"year":2007},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.617215Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:1bfc5c9370185f3c8b061bd506a0db1e06e28dd847362320621771430caf9a8d","observation_id":"43ee47df-e5ad-4473-8302-d11c89e7d5d6","resolution":{"observed_at":"2026-07-31T09:20:47.617215Z","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":"2026-07-31T09:20:47.622112Z","title":"Dhillon and Joydeep Ghosh and Suvrit Sra , title =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.622112Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:e9b3d0749ee031cdd8e0ae9011e76ff64d0007d2a072d6302543b7c582269481","observation_id":"8b25c98f-a700-4a8f-b939-1829af77fcf2","resolution":{"observed_at":"2026-07-31T09:20:47.622112Z","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":"2026-07-31T09:20:47.626756Z","title":"1978 , publisher=","venue":null,"work_id":null,"year":1978},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.626756Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:c30dcdf2413e2414ec568fba1a69727671afad6bc14434714822cb28ce4b238f","observation_id":"2cc76b98-7048-491a-99bc-075b3dda3d51","resolution":{"observed_at":"2026-07-31T09:20:47.626756Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.00118","last_updated":"2024-10-02T15:22:49Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-07-31T19:13:07Z","title":"Gemma 2: Improving Open Language Models at a Practical Size","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.00118","snapshot_observed_at":"2026-07-31T09:20:47.631310Z","title":"2024 , url =","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.631310Z"},"links":{"cited_paper":"/paper/2408.00118","citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:87d8dccaadcc56180b00f0d5c5ae851c333117a54ce32ee1eff6880107f5b1a1","observation_id":"d482e5f2-9198-491e-a00a-4b1b070f3908","resolution":{"observed_at":"2026-07-31T09:20:47.631310Z","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":"2026-07-31T09:20:47.637750Z","title":"Open Problems in Mechanistic Interpretability , journal =","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.637750Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:0157ee78f0e7551147dd37a56d4a218d59e387fbdba848f69ead9044d05a140d","observation_id":"6a418594-ace3-4227-82a2-68518288acf4","resolution":{"observed_at":"2026-07-31T09:20:47.637750Z","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":"2026-07-31T09:20:47.684746Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.684746Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:01d91a514a4dd473e3dca3a867c53ba800fc172193cd7362daa823e6fb452fff","observation_id":"32ac9f4a-49ca-4b98-8429-996334ff1253","resolution":{"observed_at":"2026-07-31T09:20:47.684746Z","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":"2026-07-31T09:20:47.734748Z","title":"Transformer Circuits Thread , note=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.734748Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:9e1e233b0b62b4ff21dacd85ac1d43a0f903ab84875ea373fef5db9c968779b6","observation_id":"2dd65ac7-d348-4a62-8d9e-166c7cff89d8","resolution":{"observed_at":"2026-07-31T09:20:47.734748Z","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":"2026-07-31T09:20:47.765948Z","title":"2023 , url=","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.765948Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:05d62396a59a78c4b35d7679f7c0a89abb3e6807cd471e878f28a4ed2e57d962","observation_id":"65698af8-2076-4117-8b71-2c1a93df0257","resolution":{"observed_at":"2026-07-31T09:20:47.765948Z","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":"2026-07-31T09:20:47.774448Z","title":"2025 , url=","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.774448Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:78e6375187ec8682c505ab2aa0e844fc2a050a6d97304fe75d78cd52e70ce20d","observation_id":"e2ecc4ea-e9d3-4e8c-b628-0ceaa7e216dd","resolution":{"observed_at":"2026-07-31T09:20:47.774448Z","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":"2026-07-31T09:20:47.779872Z","title":"CoRR , volume =","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.779872Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:d6ff434dc417969b802b418733a87aa2df696fa2f094dfaaa8e3b73fc8679554","observation_id":"5068be4f-333c-482c-8de0-e040e38e4822","resolution":{"observed_at":"2026-07-31T09:20:47.779872Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2605.14694","last_updated":"2026-05-14T11:10:52Z","snapshot_observed_at":"2026-07-06T23:26:04.286377Z","submitted_at":"2026-05-14T11:10:52Z","title":"The Rate-Distortion-Polysemanticity Tradeoff in SAEs","version":1},"cited_work":{"arxiv_id":"2605.14694","doi":"10.48550/arxiv.2605.14694","metadata_source":"pith","pith_arxiv_id":"2605.14694","snapshot_observed_at":"2026-07-31T12:16:09.833992Z","title":"The Rate-Distortion-Polysemanticity Tradeoff in SAEs","venue":"cs.LG","work_id":"39eca9bc-7f70-4567-b3f3-b3ee5f93304d","year":2026},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.787462Z"},"links":{"cited_paper":"/paper/2605.14694","citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:6e6a99e6d2f7109f0ce7a6c5c65a679c8004d51100166afbb611ee1476715512","observation_id":"f95d9cae-5bc6-408d-add2-257c6b55aac0","resolution":{"observed_at":"2026-07-31T09:25:51.726172Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-01T06:32:01.292127+00:00","source":"crossref"},{"observed_at":"2026-08-01T06:31:58.492377+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":"2026-07-31T09:20:47.795087Z","title":"The Fourteenth International Conference on Learning Representations , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.795087Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:1e346b7dd03444a1bf2a2e134a238b543a47ac937435e0a992a59d58855761f7","observation_id":"b46b3438-de83-42f1-a4f0-a0a7bdce1bb3","resolution":{"observed_at":"2026-07-31T09:20:47.795087Z","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":"2026-07-31T09:20:47.802535Z","title":"The Thirteenth International Conference on Learning Representations,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.802535Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:687a1953b84584f34928ad0acc59f5ebb60ef27df6ee3742055acaa2d34089a0","observation_id":"750c85ec-9c20-4096-a189-9059a378a7ef","resolution":{"observed_at":"2026-07-31T09:20:47.802535Z","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":"2026-07-31T09:20:47.807218Z","title":"The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.807218Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:b17e53e035f462bdd05e48fff88e9d2599e1c3a110bf9986d77eb53d8a2f60a4","observation_id":"96c29936-d304-45a3-82d6-eb1c7bcc2a24","resolution":{"observed_at":"2026-07-31T09:20:47.807218Z","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":"2026-07-31T09:20:47.811716Z","title":"The Thirteenth International Conference on Learning Representations , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.811716Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:6e850929ee0d1843c09cf57bd464b24f6f9dc11e1c3171131f1d86cccb25b238","observation_id":"23b23358-df0d-4303-aa0f-52e1324b76c5","resolution":{"observed_at":"2026-07-31T09:20:47.811716Z","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":"2026-07-31T09:20:47.816708Z","title":"2023 , howpublished =","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.816708Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:5f02aa07c4b5bea8048f9cb2f5871151f0b8fc4b612bfda7265c87a57284fc14","observation_id":"b4465b8c-aa28-4f5f-bda5-bc8652ede626","resolution":{"observed_at":"2026-07-31T09:20:47.816708Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1907.10121","last_updated":"2019-07-23T20:31:36Z","snapshot_observed_at":"2026-07-31T19:16:12.924748Z","submitted_at":"2019-07-23T20:31:36Z","title":"SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1907.10121","snapshot_observed_at":"2026-07-31T09:20:47.823065Z","title":"Oliphant and Matt Haberland and Tyler Reddy and David Cournapeau and Evgeni Burovski and Pearu Peterson and Warren Weckesser and Jonathan Bright and St","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.823065Z"},"links":{"cited_paper":"/paper/1907.10121","citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:e41285ca912c7911c3a4b4e40a3d6276f2400bef8d71f0b6186783870178f1d3","observation_id":"21d3fd2c-482a-47bf-9b34-a88242b01f9f","resolution":{"observed_at":"2026-07-31T09:20:47.823065Z","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":"10.1023/a:1022915830921","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T09:25:51.603852Z","title":"Lozier , title =","venue":null,"work_id":"ea51eee1-5123-4be5-bffe-bf4a894c89f7","year":2003},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.828325Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:0d5e849a690c0c0a600f0abecbdb144b247dbc8ecd7f1db36f0dd5e7473cf4c6","observation_id":"2fe24b5b-c982-476e-9274-c4162b06650b","resolution":{"observed_at":"2026-07-31T09:25:51.625759Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-01T06:32:01.292127+00:00","source":"crossref"},{"observed_at":"2026-08-01T06:31:58.492377+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":"2026-07-31T09:20:47.833315Z","title":"Proceedings of the Eighteenth Annual","venue":null,"work_id":null,"year":2007},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.833315Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:30366fe8cdf829f1573dbf3cb306bce15128d53e8a59fecb97a68be1c7937123","observation_id":"b2999ae5-c75b-4a71-b51c-99e4da36c70b","resolution":{"observed_at":"2026-07-31T09:20:47.833315Z","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":"2026-07-31T09:20:47.837475Z","title":"2007 , url =","venue":null,"work_id":null,"year":2007},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.837475Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:38e55d0f55c5f5e9d743c028eb650f74997066ca9e0e5f7b4636651b380c5532","observation_id":"464f8add-73f7-49c8-8bc3-8021397d4b42","resolution":{"observed_at":"2026-07-31T09:20:47.837475Z","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":"2026-07-31T09:20:47.841420Z","title":"Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.841420Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:7837821c6b995ead03d36a2d744bcae71554cff30b41ed13ba88b15528a018c3","observation_id":"69dbeaff-9493-4fd2-8ea4-3104baf46dcd","resolution":{"observed_at":"2026-07-31T09:20:47.841420Z","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":"2026-07-31T09:20:47.845917Z","title":"Proceedings of the 42nd International Conference on Machine Learning , pages =","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects","version":1},"reference_index":45,"source":"arxiv_source","source_observed_at":"2026-07-31T09:20:47.845917Z"},"links":{"citing_paper":"/paper/2607.24645"},"observation_digest":"sha256:ff05ab1cb062c421ad35afa5b0298b72c268f5f9995e69991adcbd4ece924864","observation_id":"be909438-f0f9-4625-be55-6ab79077cbeb","resolution":{"observed_at":"2026-07-31T09:20:47.845917Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.24645","last_updated":"2026-07-27T16:45:08Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-07-31T09:20:44.850500Z","submitted_at":"2026-07-27T16:45:08Z","title":"Sparse Autoencoders Encode Both Concepts and Functions: The Downstream Geometry of Feature Effects"},"reference_resolution":{"displayed":45,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":41,"verified_exact":4,"verified_fuzzy":0},"total_outbound_references":45},"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":"2026-08-01T06:32:01.292127+00:00","source":"crossref"},{"observed_at":"2026-08-01T06:31:58.492377+00:00","source":"retraction_watch"}],"thesis":"As of 1 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2607.24645."}