{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:KXBBAR7THVSK5AG6SIPRELCZQM","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":"f46e69455f5e96545a7af0e1b76c2348c2c573e7b401f469ac27a83f67f6f51a","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-04-30T16:35:40Z","title_canon_sha256":"ff838ac8b41d72903bb721a942f2678c0277b3bb0017f067a567a2896b6de2cb"},"schema_version":"1.0","source":{"id":"2205.00302","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2205.00302","created_at":"2026-07-05T04:19:11Z"},{"alias_kind":"arxiv_version","alias_value":"2205.00302v1","created_at":"2026-07-05T04:19:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2205.00302","created_at":"2026-07-05T04:19:11Z"},{"alias_kind":"pith_short_12","alias_value":"KXBBAR7THVSK","created_at":"2026-07-05T04:19:11Z"},{"alias_kind":"pith_short_16","alias_value":"KXBBAR7THVSK5AG6","created_at":"2026-07-05T04:19:11Z"},{"alias_kind":"pith_short_8","alias_value":"KXBBAR7T","created_at":"2026-07-05T04:19:11Z"}],"graph_snapshots":[{"event_id":"sha256:c521d6761be825072aac14145b698fa77821b55266721f796102a301d42e5340","target":"graph","created_at":"2026-07-05T04:19:11Z","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/2205.00302/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As deep learning advances, there is an ever-growing demand for models capable of synthesizing information from multi-modal resources to address the complex tasks raised from real-life applications. Recently, many large multi-modal datasets have been collected, on which researchers actively explore different methods of fusing multi-modal information. However, little attention has been paid to quantifying the contribution of different modalities within the proposed models. In this paper, we propose the {\\bf SH}apley v{\\bf A}lue-based {\\bf PE}rceptual (SHAPE) scores that measure the marginal cont","authors_text":"Pengbo Hu, Xingyu Li, Yi Zhou","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-04-30T16:35:40Z","title":"SHAPE: An Unified Approach to Evaluate the Contribution and Cooperation of Individual Modalities"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2205.00302","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":"sha256:2d83cf02b6d57dfcbea2ab6fec0d22e5971ff5dde6d322bf1fc7b3e185d02ccc","target":"record","created_at":"2026-07-05T04:19:11Z","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":"f46e69455f5e96545a7af0e1b76c2348c2c573e7b401f469ac27a83f67f6f51a","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-04-30T16:35:40Z","title_canon_sha256":"ff838ac8b41d72903bb721a942f2678c0277b3bb0017f067a567a2896b6de2cb"},"schema_version":"1.0","source":{"id":"2205.00302","kind":"arxiv","version":1}},"canonical_sha256":"55c21047f33d64ae80de921f122c598304d0d4a97da8ae1ead543679425b889f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"55c21047f33d64ae80de921f122c598304d0d4a97da8ae1ead543679425b889f","first_computed_at":"2026-07-05T04:19:11.441606Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:19:11.441606Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9AnK2wBHJMwySFdng0mFb7VncbeAW+z5rfhlaHSy9eKEbbu/ZRswHIpXacrZH3Nh22LQEMbtKZywlAu2TRA7AQ==","signature_status":"signed_v1","signed_at":"2026-07-05T04:19:11.442030Z","signed_message":"canonical_sha256_bytes"},"source_id":"2205.00302","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2d83cf02b6d57dfcbea2ab6fec0d22e5971ff5dde6d322bf1fc7b3e185d02ccc","sha256:c521d6761be825072aac14145b698fa77821b55266721f796102a301d42e5340"],"state_sha256":"d30794ee8b46f0c964169891c3edcd14cc9348da36ea5242064176f8cde6ee91"}