{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:7KSYSZENEGMI3Y7TEAUYZ5N3VW","short_pith_number":"pith:7KSYSZEN","canonical_record":{"source":{"id":"2607.25407","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-07-28T08:06:44Z","cross_cats_sorted":[],"title_canon_sha256":"3281deb82e0da7813bdc7702f3ded97cd4bca5ef8053da2b716f503a616d5c10","abstract_canon_sha256":"05caa69fbc77d510abba652ea77e58295776f455ad595b68b30403e1852bd0ae"},"schema_version":"1.0"},"canonical_sha256":"faa589648d21988de3f320298cf5bbadae09285ceb4cf6dd18fac44d87fd5790","source":{"kind":"arxiv","id":"2607.25407","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.25407","created_at":"2026-07-29T01:25:14Z"},{"alias_kind":"arxiv_version","alias_value":"2607.25407v1","created_at":"2026-07-29T01:25:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.25407","created_at":"2026-07-29T01:25:14Z"},{"alias_kind":"pith_short_12","alias_value":"7KSYSZENEGMI","created_at":"2026-07-29T01:25:14Z"},{"alias_kind":"pith_short_16","alias_value":"7KSYSZENEGMI3Y7T","created_at":"2026-07-29T01:25:14Z"},{"alias_kind":"pith_short_8","alias_value":"7KSYSZEN","created_at":"2026-07-29T01:25:14Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:7KSYSZENEGMI3Y7TEAUYZ5N3VW","target":"record","payload":{"canonical_record":{"source":{"id":"2607.25407","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-07-28T08:06:44Z","cross_cats_sorted":[],"title_canon_sha256":"3281deb82e0da7813bdc7702f3ded97cd4bca5ef8053da2b716f503a616d5c10","abstract_canon_sha256":"05caa69fbc77d510abba652ea77e58295776f455ad595b68b30403e1852bd0ae"},"schema_version":"1.0"},"canonical_sha256":"faa589648d21988de3f320298cf5bbadae09285ceb4cf6dd18fac44d87fd5790","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-29T01:25:14.125399Z","signature_b64":"tw0MM3FV49L+EMj4QY+r0OpHhGgfqa4oxMphD9tlhx5MfpN1ZZEWXd0bdrFvDcv6AotUk77b5OEymLLB0IQQCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"faa589648d21988de3f320298cf5bbadae09285ceb4cf6dd18fac44d87fd5790","last_reissued_at":"2026-07-29T01:25:14.124482Z","signature_status":"signed_v1","first_computed_at":"2026-07-29T01:25:14.124482Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.25407","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-29T01:25:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0OtAoNmWhDNBIF3MQxy7ARpdDPi38nzf6miVUciSJsrbe2FHwwj6CCSQWyZm0L1AS6czM1gDmsbkll5mk+rdBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T06:05:07.995961Z"},"content_sha256":"4ff7700fa2ea53edd370574a88435176fa26729049f3c5c9077e02a0ecee1200","schema_version":"1.0","event_id":"sha256:4ff7700fa2ea53edd370574a88435176fa26729049f3c5c9077e02a0ecee1200"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:7KSYSZENEGMI3Y7TEAUYZ5N3VW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"ANFI: Rethinking Neighbor Feature Interaction in Person Re-ID","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Bin Liu, Jiaze Li, Nenghai Yu, Qi Chu, Qinhong Yang, Tao Gong, Xulin Li, Yan Lu","submitted_at":"2026-07-28T08:06:44Z","abstract_excerpt":"In person re-identification, neighbor-based methods have achieved significant success by interacting with neighbor samples to obtain more robust representations. However, existing methods rely only on affinity relations, causing their success to depend heavily on the reliability of selected neighbors. We find that affinity-only interaction often fails in challenging scenarios due to the inevitable presence of noisy neighbors. To enable effective interactions under noisy neighborhoods, we revisit neighbor-based methods under distinct reliability conditions and propose a novel Adaptive Neighbor "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.25407","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2607.25407/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-29T01:25:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wAth7IiSKT/V94Y52MehW5w+tszAH5u8QGVkl9Hfw8C7NsGRnGljZEtyVfF1Nw78Qu7+lMWr8CTbaySp0VdRDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T06:05:07.996598Z"},"content_sha256":"dfd258659383f61a14b554c380491085b2c9db5c201b5d59f07951e14952b06f","schema_version":"1.0","event_id":"sha256:dfd258659383f61a14b554c380491085b2c9db5c201b5d59f07951e14952b06f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7KSYSZENEGMI3Y7TEAUYZ5N3VW/bundle.json","state_url":"https://pith.science/pith/7KSYSZENEGMI3Y7TEAUYZ5N3VW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7KSYSZENEGMI3Y7TEAUYZ5N3VW/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-19T06:05:07Z","links":{"resolver":"https://pith.science/pith/7KSYSZENEGMI3Y7TEAUYZ5N3VW","bundle":"https://pith.science/pith/7KSYSZENEGMI3Y7TEAUYZ5N3VW/bundle.json","state":"https://pith.science/pith/7KSYSZENEGMI3Y7TEAUYZ5N3VW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7KSYSZENEGMI3Y7TEAUYZ5N3VW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:7KSYSZENEGMI3Y7TEAUYZ5N3VW","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":"05caa69fbc77d510abba652ea77e58295776f455ad595b68b30403e1852bd0ae","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-07-28T08:06:44Z","title_canon_sha256":"3281deb82e0da7813bdc7702f3ded97cd4bca5ef8053da2b716f503a616d5c10"},"schema_version":"1.0","source":{"id":"2607.25407","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.25407","created_at":"2026-07-29T01:25:14Z"},{"alias_kind":"arxiv_version","alias_value":"2607.25407v1","created_at":"2026-07-29T01:25:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.25407","created_at":"2026-07-29T01:25:14Z"},{"alias_kind":"pith_short_12","alias_value":"7KSYSZENEGMI","created_at":"2026-07-29T01:25:14Z"},{"alias_kind":"pith_short_16","alias_value":"7KSYSZENEGMI3Y7T","created_at":"2026-07-29T01:25:14Z"},{"alias_kind":"pith_short_8","alias_value":"7KSYSZEN","created_at":"2026-07-29T01:25:14Z"}],"graph_snapshots":[{"event_id":"sha256:dfd258659383f61a14b554c380491085b2c9db5c201b5d59f07951e14952b06f","target":"graph","created_at":"2026-07-29T01:25:14Z","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/2607.25407/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In person re-identification, neighbor-based methods have achieved significant success by interacting with neighbor samples to obtain more robust representations. However, existing methods rely only on affinity relations, causing their success to depend heavily on the reliability of selected neighbors. We find that affinity-only interaction often fails in challenging scenarios due to the inevitable presence of noisy neighbors. To enable effective interactions under noisy neighborhoods, we revisit neighbor-based methods under distinct reliability conditions and propose a novel Adaptive Neighbor ","authors_text":"Bin Liu, Jiaze Li, Nenghai Yu, Qi Chu, Qinhong Yang, Tao Gong, Xulin Li, Yan Lu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-07-28T08:06:44Z","title":"ANFI: Rethinking Neighbor Feature Interaction in Person Re-ID"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.25407","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":"sha256:4ff7700fa2ea53edd370574a88435176fa26729049f3c5c9077e02a0ecee1200","target":"record","created_at":"2026-07-29T01:25:14Z","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":"05caa69fbc77d510abba652ea77e58295776f455ad595b68b30403e1852bd0ae","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-07-28T08:06:44Z","title_canon_sha256":"3281deb82e0da7813bdc7702f3ded97cd4bca5ef8053da2b716f503a616d5c10"},"schema_version":"1.0","source":{"id":"2607.25407","kind":"arxiv","version":1}},"canonical_sha256":"faa589648d21988de3f320298cf5bbadae09285ceb4cf6dd18fac44d87fd5790","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"faa589648d21988de3f320298cf5bbadae09285ceb4cf6dd18fac44d87fd5790","first_computed_at":"2026-07-29T01:25:14.124482Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-29T01:25:14.124482Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tw0MM3FV49L+EMj4QY+r0OpHhGgfqa4oxMphD9tlhx5MfpN1ZZEWXd0bdrFvDcv6AotUk77b5OEymLLB0IQQCQ==","signature_status":"signed_v1","signed_at":"2026-07-29T01:25:14.125399Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.25407","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4ff7700fa2ea53edd370574a88435176fa26729049f3c5c9077e02a0ecee1200","sha256:dfd258659383f61a14b554c380491085b2c9db5c201b5d59f07951e14952b06f"],"state_sha256":"c388af570a75e7f152730764c1473cdf40d563d059fd11907bd5562459204cc6"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lV/20IUKcDkYwKiISOlDYHWXkG3pDgzaJWptAIfYpktg9Tyu98vWxP+jwd+7h8534t6k8cW4dqRtokjXpGw8Bg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T06:05:08.000257Z","bundle_sha256":"aaa0fe19c29dbdf1ef582e0d70393a52aa0a4bc5b603744692e672d9d0301e0a"}}