{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:M22XFNMTUAOWTTRHMHYF6LV4EZ","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":"39c84e7b0367d7a5779c8d72f88f6a7fc0f53b2f9326f2b8d4c2ff3ea0ecbc9d","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-12-19T13:39:24Z","title_canon_sha256":"729dfcc2f958a0dcf9bc73dd310ecad8c90402cedb74a1fdec841c0877b308ae"},"schema_version":"1.0","source":{"id":"2412.14847","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.14847","created_at":"2026-07-05T09:56:57Z"},{"alias_kind":"arxiv_version","alias_value":"2412.14847v2","created_at":"2026-07-05T09:56:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.14847","created_at":"2026-07-05T09:56:57Z"},{"alias_kind":"pith_short_12","alias_value":"M22XFNMTUAOW","created_at":"2026-07-05T09:56:57Z"},{"alias_kind":"pith_short_16","alias_value":"M22XFNMTUAOWTTRH","created_at":"2026-07-05T09:56:57Z"},{"alias_kind":"pith_short_8","alias_value":"M22XFNMT","created_at":"2026-07-05T09:56:57Z"}],"graph_snapshots":[{"event_id":"sha256:fce7f6735675c5b960fdf430d9ccbc8ed2145336a0933ce55af62b270c2df173","target":"graph","created_at":"2026-07-05T09:56:57Z","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/2412.14847/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The Receptance Weighted Key Value (RWKV) model offers a novel alternative to the Transformer architecture, merging the benefits of recurrent and attention-based systems. Unlike conventional Transformers, which depend heavily on self-attention, RWKV adeptly captures long-range dependencies with minimal computational demands. By utilizing a recurrent framework, RWKV addresses some computational inefficiencies found in Transformers, particularly in tasks with long sequences. RWKV has recently drawn considerable attention for its robust performance across multiple domains. Despite its growing popu","authors_text":"Tingyu Xia, Yi Chang, Yuan Wu, Zhiyuan Li","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-12-19T13:39:24Z","title":"A Survey of RWKV"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.14847","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:e968937a660324a2b31f77d70c886cc78564ee4f9806d207228ccc4eaca8b8f5","target":"record","created_at":"2026-07-05T09:56:57Z","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":"39c84e7b0367d7a5779c8d72f88f6a7fc0f53b2f9326f2b8d4c2ff3ea0ecbc9d","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-12-19T13:39:24Z","title_canon_sha256":"729dfcc2f958a0dcf9bc73dd310ecad8c90402cedb74a1fdec841c0877b308ae"},"schema_version":"1.0","source":{"id":"2412.14847","kind":"arxiv","version":2}},"canonical_sha256":"66b572b593a01d69ce2761f05f2ebc2646cb96e85f896c289e58c6a7bd450a7e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"66b572b593a01d69ce2761f05f2ebc2646cb96e85f896c289e58c6a7bd450a7e","first_computed_at":"2026-07-05T09:56:57.853977Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:56:57.853977Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cGGzniZ1mt/Bs4VPrIVV56SCk8CZrT30KPJTD6pynnAUErmI08MSfmmzCuQtSM2Y9kjR2OSU+VLbdE+aRovdDw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:56:57.854473Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.14847","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e968937a660324a2b31f77d70c886cc78564ee4f9806d207228ccc4eaca8b8f5","sha256:fce7f6735675c5b960fdf430d9ccbc8ed2145336a0933ce55af62b270c2df173"],"state_sha256":"1f1918290f911dd53adcd6241f0515dd5e5df59e2500b2196248f4a17833f317"}