{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:2SQZFW2DBOEQ47RXXZ3NIMTIGK","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":"2cee030e45e508eafb1dc2041ca93de501143cd8775662e25a8290ab87ada554","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-02-03T02:42:48Z","title_canon_sha256":"9f5213ba59fce2e4f0ab729a938d9e43503769af7051796016c28a5e1e73c94f"},"schema_version":"1.0","source":{"id":"2602.03024","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2602.03024","created_at":"2026-06-02T02:04:13Z"},{"alias_kind":"arxiv_version","alias_value":"2602.03024v2","created_at":"2026-06-02T02:04:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2602.03024","created_at":"2026-06-02T02:04:13Z"},{"alias_kind":"pith_short_12","alias_value":"2SQZFW2DBOEQ","created_at":"2026-06-02T02:04:13Z"},{"alias_kind":"pith_short_16","alias_value":"2SQZFW2DBOEQ47RX","created_at":"2026-06-02T02:04:13Z"},{"alias_kind":"pith_short_8","alias_value":"2SQZFW2D","created_at":"2026-06-02T02:04:13Z"}],"graph_snapshots":[{"event_id":"sha256:2948008ae795d533c6adf185824142b0b1f531518c33dd16842a7174f9cb5856","target":"graph","created_at":"2026-06-02T02:04:13Z","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/2602.03024/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deep Equilibrium Models (DEQs) have emerged as a powerful paradigm in deep learning, offering the ability to model infinite-depth networks with constant memory usage. However, DEQs incur significant inference latency due to the iterative nature of fixed-point solvers. In this work, we introduce the Consistency Deep Equilibrium Model (C-DEQ), a novel framework that leverages consistency distillation to accelerate DEQ inference. We cast the DEQ iterative inference process as evolution along a fixed ODE trajectory toward the equilibrium. Along this trajectory, we train C-DEQs to consistently map ","authors_text":"Jingwen Xu, Junchao Lin, Robert C. Qiu, Zenan ling","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-02-03T02:42:48Z","title":"Consistency Deep Equilibrium Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2602.03024","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:f1c33c0d703d742f8df3b276bf7db0fef6948e8f3d4f52a891f65138d45d4489","target":"record","created_at":"2026-06-02T02:04:13Z","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":"2cee030e45e508eafb1dc2041ca93de501143cd8775662e25a8290ab87ada554","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-02-03T02:42:48Z","title_canon_sha256":"9f5213ba59fce2e4f0ab729a938d9e43503769af7051796016c28a5e1e73c94f"},"schema_version":"1.0","source":{"id":"2602.03024","kind":"arxiv","version":2}},"canonical_sha256":"d4a192db430b890e7e37be76d4326832a877e2527ef145865a24e4cc1435105f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d4a192db430b890e7e37be76d4326832a877e2527ef145865a24e4cc1435105f","first_computed_at":"2026-06-02T02:04:13.804330Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-02T02:04:13.804330Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kJcY91YM/JZf7kx9bJR4PVg5rWbF3jv/hbXLRlC65YDojMGbLp/UT8DtY0QZAbpcswvjBW5Rinc2BDop7NNTDQ==","signature_status":"signed_v1","signed_at":"2026-06-02T02:04:13.804865Z","signed_message":"canonical_sha256_bytes"},"source_id":"2602.03024","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f1c33c0d703d742f8df3b276bf7db0fef6948e8f3d4f52a891f65138d45d4489","sha256:2948008ae795d533c6adf185824142b0b1f531518c33dd16842a7174f9cb5856"],"state_sha256":"706cedc435f2e984754dcadc890c8f6c60421295b5427c86a0f38388171f0538"}