{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:4PR2P4ZE5G6JZ5QA2TLK5ZKRAE","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":"884d627ca4ceaac115d30c8d90ae7953106778d2c054683a43c988becff9cfcd","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-07-14T13:00:22Z","title_canon_sha256":"6b59849f29ac63d88f4f6a7edc22f26ee4091967a752d78a9fd8010e5db37867"},"schema_version":"1.0","source":{"id":"2207.06881","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.06881","created_at":"2026-07-05T05:23:32Z"},{"alias_kind":"arxiv_version","alias_value":"2207.06881v2","created_at":"2026-07-05T05:23:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.06881","created_at":"2026-07-05T05:23:32Z"},{"alias_kind":"pith_short_12","alias_value":"4PR2P4ZE5G6J","created_at":"2026-07-05T05:23:32Z"},{"alias_kind":"pith_short_16","alias_value":"4PR2P4ZE5G6JZ5QA","created_at":"2026-07-05T05:23:32Z"},{"alias_kind":"pith_short_8","alias_value":"4PR2P4ZE","created_at":"2026-07-05T05:23:32Z"}],"graph_snapshots":[{"event_id":"sha256:83814bed6d39b14a3bcb61232fc73819d9f901ae6c1b5d5dda2e9e8548ec839f","target":"graph","created_at":"2026-07-05T05:23:32Z","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/2207.06881/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Transformer-based models show their effectiveness across multiple domains and tasks. The self-attention allows to combine information from all sequence elements into context-aware representations. However, global and local information has to be stored mostly in the same element-wise representations. Moreover, the length of an input sequence is limited by quadratic computational complexity of self-attention.\n  In this work, we propose and study a memory-augmented segment-level recurrent Transformer (RMT). Memory allows to store and process local and global information as well as to pass informa","authors_text":"Aydar Bulatov, Mikhail S. Burtsev, Yuri Kuratov","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-07-14T13:00:22Z","title":"Recurrent Memory Transformer"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.06881","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":"sha256:8c4fdc7c0d90fe33509fbdf012e88ab34ed8f4c9f2a46e5687ec53e85d793c09","target":"record","created_at":"2026-07-05T05:23:32Z","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":"884d627ca4ceaac115d30c8d90ae7953106778d2c054683a43c988becff9cfcd","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-07-14T13:00:22Z","title_canon_sha256":"6b59849f29ac63d88f4f6a7edc22f26ee4091967a752d78a9fd8010e5db37867"},"schema_version":"1.0","source":{"id":"2207.06881","kind":"arxiv","version":2}},"canonical_sha256":"e3e3a7f324e9bc9cf600d4d6aee55101195e654ae3ebcdeb280810b8b5aced0a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e3e3a7f324e9bc9cf600d4d6aee55101195e654ae3ebcdeb280810b8b5aced0a","first_computed_at":"2026-07-05T05:23:32.337585Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:23:32.337585Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Vk3yD11wf7hYqCTvd8YJV9b/yxV4gFdlSBcGhU0gsXMT7NS0iqukU8sn/eNk2jt4fTcAqNN7Jtsj2v5eJFk8Aw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:23:32.338041Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.06881","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8c4fdc7c0d90fe33509fbdf012e88ab34ed8f4c9f2a46e5687ec53e85d793c09","sha256:83814bed6d39b14a3bcb61232fc73819d9f901ae6c1b5d5dda2e9e8548ec839f"],"state_sha256":"81c3726caca3195a8291edc1117ca7c40a9ebfd031bae2aabeb99d5e74be1cfe"}