{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:UZQ62UNQAQSDHFBGS7I4BBHRYQ","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"8381522da155d7ee49ae0b6069c66b7e75dfa7773383e6bba541e0bcca7a460b","cross_cats_sorted":["cs.CV","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2020-07-21T16:46:05Z","title_canon_sha256":"6620d423c54690f2976d4398fb42e5c7379cb244ad6d935915bffd95e377b3f8"},"schema_version":"1.0","source":{"id":"2007.10930","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2007.10930","created_at":"2026-07-05T02:23:57Z"},{"alias_kind":"arxiv_version","alias_value":"2007.10930v2","created_at":"2026-07-05T02:23:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2007.10930","created_at":"2026-07-05T02:23:57Z"},{"alias_kind":"pith_short_12","alias_value":"UZQ62UNQAQSD","created_at":"2026-07-05T02:23:57Z"},{"alias_kind":"pith_short_16","alias_value":"UZQ62UNQAQSDHFBG","created_at":"2026-07-05T02:23:57Z"},{"alias_kind":"pith_short_8","alias_value":"UZQ62UNQ","created_at":"2026-07-05T02:23:57Z"}],"graph_snapshots":[{"event_id":"sha256:1caa43aff3e43387e75fdbcbee1e0b906988cd80fca3c0c59c6b6d47b7c4dd66","target":"graph","created_at":"2026-07-05T02:23:57Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2007.10930/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We construct an unsupervised learning model that achieves nonlinear disentanglement of underlying factors of variation in naturalistic videos. Previous work suggests that representations can be disentangled if all but a few factors in the environment stay constant at any point in time. As a result, algorithms proposed for this problem have only been tested on carefully constructed datasets with this exact property, leaving it unclear whether they will transfer to natural scenes. Here we provide evidence that objects in segmented natural movies undergo transitions that are typically small in ma","authors_text":"David Klindt, Dylan Paiton, Ivan Ustyuzhaninov, Lukas Schott, Matthias Bethge, Wieland Brendel, Yash Sharma","cross_cats":["cs.CV","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2020-07-21T16:46:05Z","title":"Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2007.10930","kind":"arxiv","version":2},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:e2eea6b5d82051a610a0b8973ba1a6dbcf81295019e7017c2e855f32325d551a","target":"record","created_at":"2026-07-05T02:23:57Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"8381522da155d7ee49ae0b6069c66b7e75dfa7773383e6bba541e0bcca7a460b","cross_cats_sorted":["cs.CV","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2020-07-21T16:46:05Z","title_canon_sha256":"6620d423c54690f2976d4398fb42e5c7379cb244ad6d935915bffd95e377b3f8"},"schema_version":"1.0","source":{"id":"2007.10930","kind":"arxiv","version":2}},"canonical_sha256":"a661ed51b0042433942697d1c084f1c40d008f3be7331a190cd319b05488f2cd","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a661ed51b0042433942697d1c084f1c40d008f3be7331a190cd319b05488f2cd","first_computed_at":"2026-07-05T02:23:57.778445Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:23:57.778445Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Z9Cb0GKLOp45YeTTkAl4JwLuO1gUnicxMBxztcUQUmJhJ45sbfvkTw9hn7zfd+95d5VxXf8nV0O9G6XhenO2Cg==","signature_status":"signed_v1","signed_at":"2026-07-05T02:23:57.778926Z","signed_message":"canonical_sha256_bytes"},"source_id":"2007.10930","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e2eea6b5d82051a610a0b8973ba1a6dbcf81295019e7017c2e855f32325d551a","sha256:1caa43aff3e43387e75fdbcbee1e0b906988cd80fca3c0c59c6b6d47b7c4dd66"],"state_sha256":"d8e701eacabdc7e3175cf2ab3452ed70b5b28cb08df3635f36375e1f5f2170df"}