{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:NQJ7OOQ2QJ4S4BLK6PEXCG5NAE","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":"96b66b6f8ed7e94f2ae2564e543b8d781091ca677e8add33c7a1acc4d55662cb","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"q-bio.NC","submitted_at":"2024-06-27T13:47:06Z","title_canon_sha256":"51701729ec039cd21dc5242f4d0e3576890f75198c889a224dc37c8b4eab17ce"},"schema_version":"1.0","source":{"id":"2407.08751","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.08751","created_at":"2026-07-05T09:43:08Z"},{"alias_kind":"arxiv_version","alias_value":"2407.08751v2","created_at":"2026-07-05T09:43:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.08751","created_at":"2026-07-05T09:43:08Z"},{"alias_kind":"pith_short_12","alias_value":"NQJ7OOQ2QJ4S","created_at":"2026-07-05T09:43:08Z"},{"alias_kind":"pith_short_16","alias_value":"NQJ7OOQ2QJ4S4BLK","created_at":"2026-07-05T09:43:08Z"},{"alias_kind":"pith_short_8","alias_value":"NQJ7OOQ2","created_at":"2026-07-05T09:43:08Z"}],"graph_snapshots":[{"event_id":"sha256:47f7d800886275248d7d41aefa43203da9e62cbfa72c6466633dbe289b714bac","target":"graph","created_at":"2026-07-05T09:43:08Z","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/2407.08751/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Modern datasets in neuroscience enable unprecedented inquiries into the relationship between complex behaviors and the activity of many simultaneously recorded neurons. While latent variable models can successfully extract low-dimensional embeddings from such recordings, using them to generate realistic spiking data, especially in a behavior-dependent manner, still poses a challenge. Here, we present Latent Diffusion for Neural Spiking data (LDNS), a diffusion-based generative model with a low-dimensional latent space: LDNS employs an autoencoder with structured state-space (S4) layers to proj","authors_text":"Auguste Schulz, Felix Pei, Jaivardhan Kapoor, Jakob H. Macke, Julius Vetter, Richard Gao","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"q-bio.NC","submitted_at":"2024-06-27T13:47:06Z","title":"Latent Diffusion for Neural Spiking Data"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.08751","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":"sha256:2cc6655cf1c8947d8e7de8712b01518c868cb5a8ea2b4edb6a1f4ea6d15af02f","target":"record","created_at":"2026-07-05T09:43:08Z","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":"96b66b6f8ed7e94f2ae2564e543b8d781091ca677e8add33c7a1acc4d55662cb","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"q-bio.NC","submitted_at":"2024-06-27T13:47:06Z","title_canon_sha256":"51701729ec039cd21dc5242f4d0e3576890f75198c889a224dc37c8b4eab17ce"},"schema_version":"1.0","source":{"id":"2407.08751","kind":"arxiv","version":2}},"canonical_sha256":"6c13f73a1a82792e056af3c9711bad0118c9e3318e00334c662836fd34a71998","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6c13f73a1a82792e056af3c9711bad0118c9e3318e00334c662836fd34a71998","first_computed_at":"2026-07-05T09:43:08.582044Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:43:08.582044Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LL2zd0D+q+ZM+KDxyWvWcUOWmFm0uDDNDRq793/bYd0xjpuYRUCTEu5hwchcWytqJbnZLz6rmOfAPwElr36OAg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:43:08.582613Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.08751","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2cc6655cf1c8947d8e7de8712b01518c868cb5a8ea2b4edb6a1f4ea6d15af02f","sha256:47f7d800886275248d7d41aefa43203da9e62cbfa72c6466633dbe289b714bac"],"state_sha256":"2bd9ec5984244ee282f45d857953da8771b73e418aec77e76201b41da6247d18"}