{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:L4VA76JS6VQWP2MAZWLHFXN7GK","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":"c16b459459f990a16c23a66220beb4afbd348f9b837b566ddf0bf8f7015db444","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-04-27T10:48:56Z","title_canon_sha256":"47d521da3b319297ffbc767ee3b7451cd8db6e9dc5309cadf55bfa166a3bddf7"},"schema_version":"1.0","source":{"id":"2504.19191","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.19191","created_at":"2026-07-05T10:54:53Z"},{"alias_kind":"arxiv_version","alias_value":"2504.19191v1","created_at":"2026-07-05T10:54:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.19191","created_at":"2026-07-05T10:54:53Z"},{"alias_kind":"pith_short_12","alias_value":"L4VA76JS6VQW","created_at":"2026-07-05T10:54:53Z"},{"alias_kind":"pith_short_16","alias_value":"L4VA76JS6VQWP2MA","created_at":"2026-07-05T10:54:53Z"},{"alias_kind":"pith_short_8","alias_value":"L4VA76JS","created_at":"2026-07-05T10:54:53Z"}],"graph_snapshots":[{"event_id":"sha256:2c8e418e7fc78d60acafd593b1f89ffed8af27e5cd04fc01f975acb2193be732","target":"graph","created_at":"2026-07-05T10:54:53Z","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/2504.19191/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The WuNeng architecture introduces a novel approach to enhancing the expressivity and power of large language models by integrating recurrent neural network (RNN)-based RWKV-7 with advanced attention mechanisms, prioritizing heightened contextual coherence over reducing KV cache size. Building upon the hybrid-head concept from Hymba, WuNeng augments standard multi-head attention with additional RWKV-7 state-driven heads, rather than replacing existing heads, to enrich the model's representational capacity. A cross-head interaction technique fosters dynamic synergy among standard, state-driven,","authors_text":"Lin Yueyu, Liu Xiao, Li Zhiyuan","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-04-27T10:48:56Z","title":"WuNeng: Hybrid State with Attention"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.19191","kind":"arxiv","version":1},"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":"sha256:45c8502790a5e438425137d85ffd55fd3ecdbf05b71b4b0b0dba433af19c32e9","target":"record","created_at":"2026-07-05T10:54:53Z","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":"c16b459459f990a16c23a66220beb4afbd348f9b837b566ddf0bf8f7015db444","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-04-27T10:48:56Z","title_canon_sha256":"47d521da3b319297ffbc767ee3b7451cd8db6e9dc5309cadf55bfa166a3bddf7"},"schema_version":"1.0","source":{"id":"2504.19191","kind":"arxiv","version":1}},"canonical_sha256":"5f2a0ff932f56167e980cd9672ddbf328fbf73ddaddf0bab7cf8c3855bbdec57","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5f2a0ff932f56167e980cd9672ddbf328fbf73ddaddf0bab7cf8c3855bbdec57","first_computed_at":"2026-07-05T10:54:53.414670Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:54:53.414670Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jXAkhpgMoYetgPOga2zaGbsAeHE0+pTQL8vKWq+bOiw919FymYQO6VgThnQNWruK3QE1TsiwBRvL0BjSx0pqAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:54:53.415109Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.19191","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:45c8502790a5e438425137d85ffd55fd3ecdbf05b71b4b0b0dba433af19c32e9","sha256:2c8e418e7fc78d60acafd593b1f89ffed8af27e5cd04fc01f975acb2193be732"],"state_sha256":"a1acd40bbe00b0a8ed8ede929b6e3fa45ea61fed1d4931923bdd7c876aecd3b1"}