{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:76LZRTHSWARK4MREINEDTCHWCT","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":"4d33faa4c91c592f453a039779db26e07357cceb6fd8a378e060b4c404950029","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-04-02T23:05:56Z","title_canon_sha256":"bb857aad07a64469305fff5c5b23137853e0d309ec4fde5c2e3e7dfe5a20bd33"},"schema_version":"1.0","source":{"id":"2404.02359","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.02359","created_at":"2026-07-05T12:09:09Z"},{"alias_kind":"arxiv_version","alias_value":"2404.02359v3","created_at":"2026-07-05T12:09:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.02359","created_at":"2026-07-05T12:09:09Z"},{"alias_kind":"pith_short_12","alias_value":"76LZRTHSWARK","created_at":"2026-07-05T12:09:09Z"},{"alias_kind":"pith_short_16","alias_value":"76LZRTHSWARK4MRE","created_at":"2026-07-05T12:09:09Z"},{"alias_kind":"pith_short_8","alias_value":"76LZRTHS","created_at":"2026-07-05T12:09:09Z"}],"graph_snapshots":[{"event_id":"sha256:13b20dc4edcb9e78814378652c119fcf42b12af29f7f24391086138b2482ef49","target":"graph","created_at":"2026-07-05T12:09:09Z","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/2404.02359/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Multimodal machine learning has gained significant attention in recent years due to its potential for integrating information from multiple modalities to enhance learning and decision-making processes. However, it is commonly observed that unimodal models outperform multimodal models, despite the latter having access to richer information. Additionally, the influence of a single modality often dominates the decision-making process, resulting in suboptimal performance. This research project aims to address these challenges by proposing a novel regularization term that encourages multimodal mode","authors_text":"Eric Nyberg, Jayant Sravan Tamarapalli, Jonathan Francis, Sahiti Yerramilli","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-04-02T23:05:56Z","title":"Attribution Regularization for Multimodal Paradigms"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.02359","kind":"arxiv","version":3},"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":"sha256:0ca88497a37c828fbc98bcdcbc90cd51e4cdbaf8741e729bb6222503e063dea0","target":"record","created_at":"2026-07-05T12:09:09Z","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":"4d33faa4c91c592f453a039779db26e07357cceb6fd8a378e060b4c404950029","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-04-02T23:05:56Z","title_canon_sha256":"bb857aad07a64469305fff5c5b23137853e0d309ec4fde5c2e3e7dfe5a20bd33"},"schema_version":"1.0","source":{"id":"2404.02359","kind":"arxiv","version":3}},"canonical_sha256":"ff9798ccf2b022ae322443483988f614c49cf462089a20644b0605b35b252a5a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ff9798ccf2b022ae322443483988f614c49cf462089a20644b0605b35b252a5a","first_computed_at":"2026-07-05T12:09:09.482301Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T12:09:09.482301Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xJF6ZJQDUgiUSvL1y87YU1sKUCvN0/V1BoHmdp/dSEhiUxZZqadi4FTHMQp4/8LIoYHOv9eQuLjvxDSjbWmIAA==","signature_status":"signed_v1","signed_at":"2026-07-05T12:09:09.482951Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.02359","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0ca88497a37c828fbc98bcdcbc90cd51e4cdbaf8741e729bb6222503e063dea0","sha256:13b20dc4edcb9e78814378652c119fcf42b12af29f7f24391086138b2482ef49"],"state_sha256":"1af46fba05d1edbc027868a1a70ba23ae6ad37449bb3c3cd7e3aa1a890e7c0db"}