{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:5TSPYAH43GPEFUDZ35Y6HUOAMW","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":"82981844b284746c116d526076b5827aedf8783b24ee33797fc469e9504c95e8","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-05-31T15:25:42Z","title_canon_sha256":"d8feb1c7a99b4572466cad3fcd30499180cb6f380802e4b9b3fd732962118b15"},"schema_version":"1.0","source":{"id":"2606.01294","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.01294","created_at":"2026-06-02T02:04:29Z"},{"alias_kind":"arxiv_version","alias_value":"2606.01294v1","created_at":"2026-06-02T02:04:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.01294","created_at":"2026-06-02T02:04:29Z"},{"alias_kind":"pith_short_12","alias_value":"5TSPYAH43GPE","created_at":"2026-06-02T02:04:29Z"},{"alias_kind":"pith_short_16","alias_value":"5TSPYAH43GPEFUDZ","created_at":"2026-06-02T02:04:29Z"},{"alias_kind":"pith_short_8","alias_value":"5TSPYAH4","created_at":"2026-06-02T02:04:29Z"}],"graph_snapshots":[{"event_id":"sha256:8194ddf6e567d8f5be2334eda6cae47aeb6d27f688042bf2333ea45d1722ea43","target":"graph","created_at":"2026-06-02T02:04:29Z","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/2606.01294/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Linear attention reduces the quadratic cost of softmax attention by maintaining a recurrent fast-weight state, but it consistently lags on in-context retrieval and long-context tasks. Existing remedies act on the write side of memory through gating, delta updates, or kernel feature maps, but the read step is left unchanged: every past key contributes additively to the output, so useful targets are diluted by the bulk of stored vectors. We borrow one specific piece of softmax's geometry to construct a cheap read-time contraction of the query. A second-order Taylor expansion of the softmax log-p","authors_text":"Anh Tuan Luu, Cong-Duy Nguyen, Dong Le, Thong Nguyen","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-05-31T15:25:42Z","title":"Don't Read Everything: A Curvature-Conditioned Query for Linear Attention"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.01294","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":"sha256:602acd5087fa6fc42071881160467f9608c1eac6678fb607b38b057571633d35","target":"record","created_at":"2026-06-02T02:04:29Z","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":"82981844b284746c116d526076b5827aedf8783b24ee33797fc469e9504c95e8","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-05-31T15:25:42Z","title_canon_sha256":"d8feb1c7a99b4572466cad3fcd30499180cb6f380802e4b9b3fd732962118b15"},"schema_version":"1.0","source":{"id":"2606.01294","kind":"arxiv","version":1}},"canonical_sha256":"ece4fc00fcd99e42d079df71e3d1c06587210e299ce90af8ade46df27f26c680","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ece4fc00fcd99e42d079df71e3d1c06587210e299ce90af8ade46df27f26c680","first_computed_at":"2026-06-02T02:04:29.295203Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-02T02:04:29.295203Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xuAskH5cH2QnQzt7/eJgPWV9RoHBotqHcg8GPD4AkWN6xAq1IMKU754bqTi0iHJEGOz9lNcglSkj4mbL+vFiAg==","signature_status":"signed_v1","signed_at":"2026-06-02T02:04:29.295694Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.01294","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:602acd5087fa6fc42071881160467f9608c1eac6678fb607b38b057571633d35","sha256:8194ddf6e567d8f5be2334eda6cae47aeb6d27f688042bf2333ea45d1722ea43"],"state_sha256":"20b2ce19bebcc4805dbd9d97a5ae6b30a8796fb68994acccc878c8662040046b"}