{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:ITC6JG73HOQM7YPYNXTZRCWJBA","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":"74ed098eb091654e37a7fdb42317e0b3f4c45d754df9f1cd770f2581e94f4322","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-10-26T05:49:44Z","title_canon_sha256":"ca0bb38eb8d0b42701a9a8718570e472ab6b75b1fb57e65685d40e443cafa0ef"},"schema_version":"1.0","source":{"id":"2310.17170","kind":"arxiv","version":6}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.17170","created_at":"2026-07-05T11:33:56Z"},{"alias_kind":"arxiv_version","alias_value":"2310.17170v6","created_at":"2026-07-05T11:33:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.17170","created_at":"2026-07-05T11:33:56Z"},{"alias_kind":"pith_short_12","alias_value":"ITC6JG73HOQM","created_at":"2026-07-05T11:33:56Z"},{"alias_kind":"pith_short_16","alias_value":"ITC6JG73HOQM7YPY","created_at":"2026-07-05T11:33:56Z"},{"alias_kind":"pith_short_8","alias_value":"ITC6JG73","created_at":"2026-07-05T11:33:56Z"}],"graph_snapshots":[{"event_id":"sha256:d9afbcc54357a99a494bc995016e7a09d1629c4579aa21fcecb713f11698ac63","target":"graph","created_at":"2026-07-05T11:33:56Z","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/2310.17170/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Decoder-only methods, such as GPT, have demonstrated superior performance in many areas compared to traditional encoder-decoder structure transformer methods. Over the years, end-to-end methods based on the traditional transformer structure, like MOTR, have achieved remarkable performance in multi-object tracking. However,the substantial computational resource consumption of these methods, coupled with the optimization challenges posed by dynamic data, results in less favorable inference speeds and training times. To address the aforementioned issues, this paper optimized the network architect","authors_text":"Liao Pan, Yang Feng, Yua Jinwen, Zhang Dingwen, Zhao Wenhui","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-10-26T05:49:44Z","title":"DecoderTracker: Decoder-Only Method for Multiple-Object Tracking"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.17170","kind":"arxiv","version":6},"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":"sha256:8a1f748da5d9439b91bab7e6bffb1aaefee82464ae80be70fb9f5a671b3e14fd","target":"record","created_at":"2026-07-05T11:33:56Z","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":"74ed098eb091654e37a7fdb42317e0b3f4c45d754df9f1cd770f2581e94f4322","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-10-26T05:49:44Z","title_canon_sha256":"ca0bb38eb8d0b42701a9a8718570e472ab6b75b1fb57e65685d40e443cafa0ef"},"schema_version":"1.0","source":{"id":"2310.17170","kind":"arxiv","version":6}},"canonical_sha256":"44c5e49bfb3ba0cfe1f86de7988ac90815bd050f8f589f117a290c9350590731","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"44c5e49bfb3ba0cfe1f86de7988ac90815bd050f8f589f117a290c9350590731","first_computed_at":"2026-07-05T11:33:56.459535Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:33:56.459535Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"UiwcIVe5GTAy4+w6QXHzrdApkucOsRgVWeRGHZKjTwQrx4XkWhtCs3PMv9E4f6ciJeYWhLyutTm24L0Le8kTDw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:33:56.460030Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.17170","source_kind":"arxiv","source_version":6}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8a1f748da5d9439b91bab7e6bffb1aaefee82464ae80be70fb9f5a671b3e14fd","sha256:d9afbcc54357a99a494bc995016e7a09d1629c4579aa21fcecb713f11698ac63"],"state_sha256":"83efdb818a29cc41e3f9f39a40741c6632718b710bdbf0340a8e8b7a45f9b941"}