{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:SVKTEBAQOQIHD3DMOTA46LZMKB","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":"4f2f0c9eea208bef0fd17d2e202aa175a15cd6cea298aae6724ab7b62161ffc8","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-04T16:55:42Z","title_canon_sha256":"fbcf2f4be896959bc191594fac7cc693cc61337f2e4f5bdbb5d8f3b371129043"},"schema_version":"1.0","source":{"id":"2406.02486","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.02486","created_at":"2026-07-05T08:27:50Z"},{"alias_kind":"arxiv_version","alias_value":"2406.02486v2","created_at":"2026-07-05T08:27:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.02486","created_at":"2026-07-05T08:27:50Z"},{"alias_kind":"pith_short_12","alias_value":"SVKTEBAQOQIH","created_at":"2026-07-05T08:27:50Z"},{"alias_kind":"pith_short_16","alias_value":"SVKTEBAQOQIHD3DM","created_at":"2026-07-05T08:27:50Z"},{"alias_kind":"pith_short_8","alias_value":"SVKTEBAQ","created_at":"2026-07-05T08:27:50Z"}],"graph_snapshots":[{"event_id":"sha256:942acc68a512da228d01b872fa0ef2f7b4415934407b8f4f6e782f8c7d0359df","target":"graph","created_at":"2026-07-05T08:27:50Z","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/2406.02486/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Capturing complex temporal patterns and relationships within multivariate data streams is a difficult task. We propose the Temporal Kolmogorov-Arnold Transformer (TKAT), a novel attention-based architecture designed to address this task using Temporal Kolmogorov-Arnold Networks (TKANs). Inspired by the Temporal Fusion Transformer (TFT), TKAT emerges as a powerful encoder-decoder model tailored to handle tasks in which the observed part of the features is more important than the a priori known part. This new architecture combined the theoretical foundation of the Kolmogorov-Arnold representatio","authors_text":"Hugo Inzirillo, Remi Genet","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-04T16:55:42Z","title":"A Temporal Kolmogorov-Arnold Transformer for Time Series Forecasting"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.02486","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:e1425e33c8565b363ba269db038b7b82e1de9d8580afb0ccfc1deaf2201906a5","target":"record","created_at":"2026-07-05T08:27:50Z","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":"4f2f0c9eea208bef0fd17d2e202aa175a15cd6cea298aae6724ab7b62161ffc8","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-04T16:55:42Z","title_canon_sha256":"fbcf2f4be896959bc191594fac7cc693cc61337f2e4f5bdbb5d8f3b371129043"},"schema_version":"1.0","source":{"id":"2406.02486","kind":"arxiv","version":2}},"canonical_sha256":"9555320410741071ec6c74c1cf2f2c505a514634ca86065098b9f4dbc23d53ec","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9555320410741071ec6c74c1cf2f2c505a514634ca86065098b9f4dbc23d53ec","first_computed_at":"2026-07-05T08:27:50.176750Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:27:50.176750Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"iKLhPtfmY/axy/ChSyEef0ufk53afP4R47+8W6sPjj5G+fqmWMJTtBKu/CaDv/TtoPDOpJNb9Iiv+YRiWVNjAg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:27:50.177307Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.02486","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e1425e33c8565b363ba269db038b7b82e1de9d8580afb0ccfc1deaf2201906a5","sha256:942acc68a512da228d01b872fa0ef2f7b4415934407b8f4f6e782f8c7d0359df"],"state_sha256":"734b889678eaf965098c4aefa675dfe508fac549769c06eec6b5372754a083f8"}