{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2019:WKDN6YRU74V6H4I3PUI3S67QI4","short_pith_number":"pith:WKDN6YRU","canonical_record":{"source":{"id":"1907.03030","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-07-05T21:40:56Z","cross_cats_sorted":["cs.AI","cs.LG","cs.MM"],"title_canon_sha256":"7d6b1a0fdb6e41f21fede31db6f716dda778b41fe1f8557f238e9dd61c2abed1","abstract_canon_sha256":"99d667d391d01258869f2d9bac403e5ca0aa248fa821f56c7a66c757e58c167b"},"schema_version":"1.0"},"canonical_sha256":"b286df6234ff2be3f11b7d11b97bf0472775fb0694f1c79935ca590ba6e07642","source":{"kind":"arxiv","id":"1907.03030","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1907.03030","created_at":"2026-07-04T23:51:23Z"},{"alias_kind":"arxiv_version","alias_value":"1907.03030v1","created_at":"2026-07-04T23:51:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1907.03030","created_at":"2026-07-04T23:51:23Z"},{"alias_kind":"pith_short_12","alias_value":"WKDN6YRU74V6","created_at":"2026-07-04T23:51:23Z"},{"alias_kind":"pith_short_16","alias_value":"WKDN6YRU74V6H4I3","created_at":"2026-07-04T23:51:23Z"},{"alias_kind":"pith_short_8","alias_value":"WKDN6YRU","created_at":"2026-07-04T23:51:23Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2019:WKDN6YRU74V6H4I3PUI3S67QI4","target":"record","payload":{"canonical_record":{"source":{"id":"1907.03030","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-07-05T21:40:56Z","cross_cats_sorted":["cs.AI","cs.LG","cs.MM"],"title_canon_sha256":"7d6b1a0fdb6e41f21fede31db6f716dda778b41fe1f8557f238e9dd61c2abed1","abstract_canon_sha256":"99d667d391d01258869f2d9bac403e5ca0aa248fa821f56c7a66c757e58c167b"},"schema_version":"1.0"},"canonical_sha256":"b286df6234ff2be3f11b7d11b97bf0472775fb0694f1c79935ca590ba6e07642","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-04T23:51:23.828485Z","signature_b64":"vZ2bEggRf787QAgVyrKKibqcKHcIa5m2NX2Lf7iGksy+U6zriRDIsYKqye/JXPa94ZiaGqYhLMgvcIZ9M1YgCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b286df6234ff2be3f11b7d11b97bf0472775fb0694f1c79935ca590ba6e07642","last_reissued_at":"2026-07-04T23:51:23.828087Z","signature_status":"signed_v1","first_computed_at":"2026-07-04T23:51:23.828087Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1907.03030","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":"2026-07-04T23:51:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8oPoBwV0T8tAG/V9xulA4uDIMwsFuBYER1sovJ7T2NQRfdaSoZ5yEz8Tjb9+vxs59/dxCYTWEMqA+hFDpOXRBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T20:20:02.580693Z"},"content_sha256":"4b5c94392e8ab2064ef0a057a63df1ee6dce8450f7b7054bfd18348a2b762b3c","schema_version":"1.0","event_id":"sha256:4b5c94392e8ab2064ef0a057a63df1ee6dce8450f7b7054bfd18348a2b762b3c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2019:WKDN6YRU74V6H4I3PUI3S67QI4","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Dependency-aware Attention Control for Unconstrained Face Recognition with Image Sets","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG","cs.MM"],"primary_cat":"cs.CV","authors_text":"B.V.K Vijaya Kumar, Chao Yang, Jane You, Qingming Tang, Xiaofeng Liu","submitted_at":"2019-07-05T21:40:56Z","abstract_excerpt":"This paper targets the problem of image set-based face verification and identification. Unlike traditional single media (an image or video) setting, we encounter a set of heterogeneous contents containing orderless images and videos. The importance of each image is usually considered either equal or based on their independent quality assessment. How to model the relationship of orderless images within a set remains a challenge. We address this problem by formulating it as a Markov Decision Process (MDP) in the latent space. Specifically, we first present a dependency-aware attention control (D"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1907.03030","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/1907.03030/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":"2026-07-04T23:51:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Ri4sUCz+YY5yPdT+fq8yM0tD3InhJA+b2QjIKKuCm16lVcc4oQks2i3xBZ3iGJytiRKLVDNfXp8TC7g+D+1MAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T20:20:02.581659Z"},"content_sha256":"7257917dfd4a82541f00eb56c7f7a42f036252fd4bd104745688e2bc26980442","schema_version":"1.0","event_id":"sha256:7257917dfd4a82541f00eb56c7f7a42f036252fd4bd104745688e2bc26980442"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/WKDN6YRU74V6H4I3PUI3S67QI4/bundle.json","state_url":"https://pith.science/pith/WKDN6YRU74V6H4I3PUI3S67QI4/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/WKDN6YRU74V6H4I3PUI3S67QI4/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":"2026-08-10T20:20:02Z","links":{"resolver":"https://pith.science/pith/WKDN6YRU74V6H4I3PUI3S67QI4","bundle":"https://pith.science/pith/WKDN6YRU74V6H4I3PUI3S67QI4/bundle.json","state":"https://pith.science/pith/WKDN6YRU74V6H4I3PUI3S67QI4/state.json","well_known_bundle":"https://pith.science/.well-known/pith/WKDN6YRU74V6H4I3PUI3S67QI4/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:WKDN6YRU74V6H4I3PUI3S67QI4","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":"99d667d391d01258869f2d9bac403e5ca0aa248fa821f56c7a66c757e58c167b","cross_cats_sorted":["cs.AI","cs.LG","cs.MM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-07-05T21:40:56Z","title_canon_sha256":"7d6b1a0fdb6e41f21fede31db6f716dda778b41fe1f8557f238e9dd61c2abed1"},"schema_version":"1.0","source":{"id":"1907.03030","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1907.03030","created_at":"2026-07-04T23:51:23Z"},{"alias_kind":"arxiv_version","alias_value":"1907.03030v1","created_at":"2026-07-04T23:51:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1907.03030","created_at":"2026-07-04T23:51:23Z"},{"alias_kind":"pith_short_12","alias_value":"WKDN6YRU74V6","created_at":"2026-07-04T23:51:23Z"},{"alias_kind":"pith_short_16","alias_value":"WKDN6YRU74V6H4I3","created_at":"2026-07-04T23:51:23Z"},{"alias_kind":"pith_short_8","alias_value":"WKDN6YRU","created_at":"2026-07-04T23:51:23Z"}],"graph_snapshots":[{"event_id":"sha256:7257917dfd4a82541f00eb56c7f7a42f036252fd4bd104745688e2bc26980442","target":"graph","created_at":"2026-07-04T23:51:23Z","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/1907.03030/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper targets the problem of image set-based face verification and identification. Unlike traditional single media (an image or video) setting, we encounter a set of heterogeneous contents containing orderless images and videos. The importance of each image is usually considered either equal or based on their independent quality assessment. How to model the relationship of orderless images within a set remains a challenge. We address this problem by formulating it as a Markov Decision Process (MDP) in the latent space. Specifically, we first present a dependency-aware attention control (D","authors_text":"B.V.K Vijaya Kumar, Chao Yang, Jane You, Qingming Tang, Xiaofeng Liu","cross_cats":["cs.AI","cs.LG","cs.MM"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-07-05T21:40:56Z","title":"Dependency-aware Attention Control for Unconstrained Face Recognition with Image Sets"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1907.03030","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":"sha256:4b5c94392e8ab2064ef0a057a63df1ee6dce8450f7b7054bfd18348a2b762b3c","target":"record","created_at":"2026-07-04T23:51:23Z","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":"99d667d391d01258869f2d9bac403e5ca0aa248fa821f56c7a66c757e58c167b","cross_cats_sorted":["cs.AI","cs.LG","cs.MM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-07-05T21:40:56Z","title_canon_sha256":"7d6b1a0fdb6e41f21fede31db6f716dda778b41fe1f8557f238e9dd61c2abed1"},"schema_version":"1.0","source":{"id":"1907.03030","kind":"arxiv","version":1}},"canonical_sha256":"b286df6234ff2be3f11b7d11b97bf0472775fb0694f1c79935ca590ba6e07642","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b286df6234ff2be3f11b7d11b97bf0472775fb0694f1c79935ca590ba6e07642","first_computed_at":"2026-07-04T23:51:23.828087Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-04T23:51:23.828087Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vZ2bEggRf787QAgVyrKKibqcKHcIa5m2NX2Lf7iGksy+U6zriRDIsYKqye/JXPa94ZiaGqYhLMgvcIZ9M1YgCQ==","signature_status":"signed_v1","signed_at":"2026-07-04T23:51:23.828485Z","signed_message":"canonical_sha256_bytes"},"source_id":"1907.03030","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4b5c94392e8ab2064ef0a057a63df1ee6dce8450f7b7054bfd18348a2b762b3c","sha256:7257917dfd4a82541f00eb56c7f7a42f036252fd4bd104745688e2bc26980442"],"state_sha256":"8e50eaa269237d1ca0569dc4834475558d9b05158e6b598c0dac97cc05829324"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"WAK/GXI/mpTpIfMArfkabRPdrrHdq8/1mp2hTgLxzBzXAwYNOv4sJj0H6P65UQ1BsxuB5Z4zIlYhNH9VGMifCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-10T20:20:02.587390Z","bundle_sha256":"4c859e285fd5e44a7fd032055bd95570022432a42dbf68225f6fa91a419cc45f"}}