{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:CIG2X7VEOAXXE246DPX2LBURHP","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":"af7d3ad39f79afff5a16ef148946ae05f10561e6b10e1846118b576333b648dd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-20T03:01:43Z","title_canon_sha256":"7fadd5378e2900b3aed7ca4c2e9651788bff5d52928194545bca6632e71c5581"},"schema_version":"1.0","source":{"id":"2405.11743","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.11743","created_at":"2026-07-05T08:20:43Z"},{"alias_kind":"arxiv_version","alias_value":"2405.11743v1","created_at":"2026-07-05T08:20:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.11743","created_at":"2026-07-05T08:20:43Z"},{"alias_kind":"pith_short_12","alias_value":"CIG2X7VEOAXX","created_at":"2026-07-05T08:20:43Z"},{"alias_kind":"pith_short_16","alias_value":"CIG2X7VEOAXXE246","created_at":"2026-07-05T08:20:43Z"},{"alias_kind":"pith_short_8","alias_value":"CIG2X7VE","created_at":"2026-07-05T08:20:43Z"}],"graph_snapshots":[{"event_id":"sha256:433585b57f4c22632edef4cbe9e896014443d12c87a543d8262eb19e597ee47c","target":"graph","created_at":"2026-07-05T08:20:43Z","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/2405.11743/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Compositional Generalization (CG) embodies the ability to comprehend novel combinations of familiar concepts, representing a significant cognitive leap in human intellectual advancement. Despite its critical importance, the deep neural network (DNN) faces challenges in addressing the compositional generalization problem, prompting considerable research interest. However, existing theories often rely on task-specific assumptions, constraining the comprehensive understanding of CG. This study aims to explore compositional generalization from a task-agnostic perspective, offering a complementary ","authors_text":"Jingwen Fu, Nanning Zheng, Yan Lu, Zhizheng Zhang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-20T03:01:43Z","title":"A General Theory for Compositional Generalization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.11743","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:b6405b642c6b7f0d0d2eb9fc345d2c5e8c2f06b1f096e9f352000882dfb39d24","target":"record","created_at":"2026-07-05T08:20:43Z","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":"af7d3ad39f79afff5a16ef148946ae05f10561e6b10e1846118b576333b648dd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-20T03:01:43Z","title_canon_sha256":"7fadd5378e2900b3aed7ca4c2e9651788bff5d52928194545bca6632e71c5581"},"schema_version":"1.0","source":{"id":"2405.11743","kind":"arxiv","version":1}},"canonical_sha256":"120dabfea4702f726b9e1befa586913bc91edb12d4c04892ee9d27d4ccfb627b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"120dabfea4702f726b9e1befa586913bc91edb12d4c04892ee9d27d4ccfb627b","first_computed_at":"2026-07-05T08:20:43.935887Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:20:43.935887Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"KhecNLx6vAvSXtC3HXN/2nkRvfPu6bL4UBPx4xiqurQgmbgj93RhDPewT1K7G1TS/qgj00vp/drkNWpjRdKLBA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:20:43.936392Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.11743","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b6405b642c6b7f0d0d2eb9fc345d2c5e8c2f06b1f096e9f352000882dfb39d24","sha256:433585b57f4c22632edef4cbe9e896014443d12c87a543d8262eb19e597ee47c"],"state_sha256":"e8effb4de09ee856d00eaf6c929cb2b99ab4009656b7803c8df0e7a0578b51a7"}