{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:2GX4ZDO4URNIXA2PIMEYWFSSFC","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":"ca62440f20987faef6fdaab18f751aa80e9cd662a91c9cc323cc5e2a021da81f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-03-30T17:45:02Z","title_canon_sha256":"e43449f8daad4a5ffad08bafdc6bfcb15ebabb9a895f8a31a007c3d580d4a1b7"},"schema_version":"1.0","source":{"id":"2203.16507","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2203.16507","created_at":"2026-07-05T04:10:27Z"},{"alias_kind":"arxiv_version","alias_value":"2203.16507v2","created_at":"2026-07-05T04:10:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2203.16507","created_at":"2026-07-05T04:10:27Z"},{"alias_kind":"pith_short_12","alias_value":"2GX4ZDO4URNI","created_at":"2026-07-05T04:10:27Z"},{"alias_kind":"pith_short_16","alias_value":"2GX4ZDO4URNIXA2P","created_at":"2026-07-05T04:10:27Z"},{"alias_kind":"pith_short_8","alias_value":"2GX4ZDO4","created_at":"2026-07-05T04:10:27Z"}],"graph_snapshots":[{"event_id":"sha256:feabf9379f222dc02e1493a74957ca5e1f3c7807b00d1e0f66f0f64905e3d5d0","target":"graph","created_at":"2026-07-05T04:10:27Z","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/2203.16507/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Traditional object detectors employ the dense paradigm of scanning over locations and scales in an image. The recent query-based object detectors break this convention by decoding image features with a set of learnable queries. However, this paradigm still suffers from slow convergence, limited performance, and design complexity of extra networks between backbone and decoder. In this paper, we find that the key to these issues is the adaptability of decoders for casting queries to varying objects. Accordingly, we propose a fast-converging query-based detector, named AdaMixer, by improving the ","authors_text":"Bing Han, Limin Wang, Sheng Guo, Ziteng Gao","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-03-30T17:45:02Z","title":"AdaMixer: A Fast-Converging Query-Based Object Detector"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2203.16507","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":"sha256:5f1475e7f233b238e3b3423067c7608ae6499b18b33cdc83e0fa86bbae812cd0","target":"record","created_at":"2026-07-05T04:10:27Z","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":"ca62440f20987faef6fdaab18f751aa80e9cd662a91c9cc323cc5e2a021da81f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-03-30T17:45:02Z","title_canon_sha256":"e43449f8daad4a5ffad08bafdc6bfcb15ebabb9a895f8a31a007c3d580d4a1b7"},"schema_version":"1.0","source":{"id":"2203.16507","kind":"arxiv","version":2}},"canonical_sha256":"d1afcc8ddca45a8b834f43098b165228bfe2d8ec5e86b393d6737137cea449ff","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d1afcc8ddca45a8b834f43098b165228bfe2d8ec5e86b393d6737137cea449ff","first_computed_at":"2026-07-05T04:10:27.274438Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:10:27.274438Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"0sXAV5vxPJ0LYszHPWMUoUa3/fIgM52z/fgZmiZn1Q0e+aBEUFuwJN/f6VNu9dSNzvwjjFcN52+47/+FvSJBCA==","signature_status":"signed_v1","signed_at":"2026-07-05T04:10:27.274852Z","signed_message":"canonical_sha256_bytes"},"source_id":"2203.16507","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5f1475e7f233b238e3b3423067c7608ae6499b18b33cdc83e0fa86bbae812cd0","sha256:feabf9379f222dc02e1493a74957ca5e1f3c7807b00d1e0f66f0f64905e3d5d0"],"state_sha256":"c63a04449b2a123c5c80d0cfe6db31a6532a631e0e5c8e2c7264fc2fb01d946d"}