{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:DCFHMLG6JYOM5Q45BK7R6WKWPJ","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":"10c8b1b7b52b1471fb4409a0c813ce236e7f3829d0f508de786c67368545c690","cross_cats_sorted":["cs.SD","eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-02-04T03:02:35Z","title_canon_sha256":"8a4408cf3f018e2a74115d06082b31135f0bdab55c171ea3268cd29f120b1423"},"schema_version":"1.0","source":{"id":"2402.02327","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.02327","created_at":"2026-07-05T07:41:48Z"},{"alias_kind":"arxiv_version","alias_value":"2402.02327v2","created_at":"2026-07-05T07:41:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.02327","created_at":"2026-07-05T07:41:48Z"},{"alias_kind":"pith_short_12","alias_value":"DCFHMLG6JYOM","created_at":"2026-07-05T07:41:48Z"},{"alias_kind":"pith_short_16","alias_value":"DCFHMLG6JYOM5Q45","created_at":"2026-07-05T07:41:48Z"},{"alias_kind":"pith_short_8","alias_value":"DCFHMLG6","created_at":"2026-07-05T07:41:48Z"}],"graph_snapshots":[{"event_id":"sha256:0d56c06df4a4b8bc63e9e4273dde25b1974e7b694be4698074439d3fcc58c097","target":"graph","created_at":"2026-07-05T07:41:48Z","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/2402.02327/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"How to effectively interact audio with vision has garnered considerable interest within the multi-modality research field. Recently, a novel audio-visual segmentation (AVS) task has been proposed, aiming to segment the sounding objects in video frames under the guidance of audio cues. However, most existing AVS methods are hindered by a modality imbalance where the visual features tend to dominate those of the audio modality, due to a unidirectional and insufficient integration of audio cues. This imbalance skews the feature representation towards the visual aspect, impeding the learning of jo","authors_text":"Bin Liu, Jieping Ye, Le Lu, Nenghai Yu, Qi Chu, Tao Gong, Tianxiang Chen, Yue Wu, Zhentao Tan","cross_cats":["cs.SD","eess.AS"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-02-04T03:02:35Z","title":"Bootstrapping Audio-Visual Segmentation by Strengthening Audio Cues"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.02327","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:efca8f9c45ae28217ba295da35d29896c7ecd48b1c8f66477bc9a01ee1378e51","target":"record","created_at":"2026-07-05T07:41:48Z","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":"10c8b1b7b52b1471fb4409a0c813ce236e7f3829d0f508de786c67368545c690","cross_cats_sorted":["cs.SD","eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-02-04T03:02:35Z","title_canon_sha256":"8a4408cf3f018e2a74115d06082b31135f0bdab55c171ea3268cd29f120b1423"},"schema_version":"1.0","source":{"id":"2402.02327","kind":"arxiv","version":2}},"canonical_sha256":"188a762cde4e1ccec39d0abf1f59567a57b8d666f383800ff3c48f0709d31dc1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"188a762cde4e1ccec39d0abf1f59567a57b8d666f383800ff3c48f0709d31dc1","first_computed_at":"2026-07-05T07:41:48.545934Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:41:48.545934Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"a3V7YxlRvLu2I5XgSRNU7oInQ9t5U9MpERsPN+mW/wd2fUtgySSKpEhSk47vDwfvUj8p4ksw0fJ9X2werXznDA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:41:48.546346Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.02327","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:efca8f9c45ae28217ba295da35d29896c7ecd48b1c8f66477bc9a01ee1378e51","sha256:0d56c06df4a4b8bc63e9e4273dde25b1974e7b694be4698074439d3fcc58c097"],"state_sha256":"667a071b77e2ea5663910671f1c51de0df428a7194f1773704512d46716288dc"}