{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:KJHD6PP65DINNIXY2C5NZK57TF","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":"af07df97fd097d93c23d82cbc141b07be7c0083658f61ca1e52123a7fea37b9a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-25T13:39:34Z","title_canon_sha256":"7bd21128b3368d3632f375e7d7ac6b6542f3332b17952eea8dbc9dab28841e58"},"schema_version":"1.0","source":{"id":"2507.19264","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.19264","created_at":"2026-07-05T11:49:34Z"},{"alias_kind":"arxiv_version","alias_value":"2507.19264v2","created_at":"2026-07-05T11:49:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.19264","created_at":"2026-07-05T11:49:34Z"},{"alias_kind":"pith_short_12","alias_value":"KJHD6PP65DIN","created_at":"2026-07-05T11:49:34Z"},{"alias_kind":"pith_short_16","alias_value":"KJHD6PP65DINNIXY","created_at":"2026-07-05T11:49:34Z"},{"alias_kind":"pith_short_8","alias_value":"KJHD6PP6","created_at":"2026-07-05T11:49:34Z"}],"graph_snapshots":[{"event_id":"sha256:27338545433b3f5c970ad5fe17f1b4e0a613826412607aab749580d56f8df43c","target":"graph","created_at":"2026-07-05T11:49:34Z","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/2507.19264/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we propose SimMLM, a simple yet powerful framework for multimodal learning with missing modalities. Unlike existing approaches that rely on sophisticated network architectures or complex data imputation techniques, SimMLM provides a generic and effective solution that can adapt to various missing modality scenarios with improved accuracy and robustness. Specifically, SimMLM consists of a generic Dynamic Mixture of Modality Experts (DMoME) architecture, featuring a dynamic, learnable gating mechanism that automatically adjusts each modality's contribution in both full and partial","authors_text":"Chen Chen, Jungong Han, Sijie Li","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-25T13:39:34Z","title":"SimMLM: A Simple Framework for Multi-modal Learning with Missing Modality"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.19264","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:d9c2737a6664ce1f6d7ce3f90b41ae6ee2d8a9d8be25f91c684509ea7ce3418b","target":"record","created_at":"2026-07-05T11:49:34Z","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":"af07df97fd097d93c23d82cbc141b07be7c0083658f61ca1e52123a7fea37b9a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-25T13:39:34Z","title_canon_sha256":"7bd21128b3368d3632f375e7d7ac6b6542f3332b17952eea8dbc9dab28841e58"},"schema_version":"1.0","source":{"id":"2507.19264","kind":"arxiv","version":2}},"canonical_sha256":"524e3f3dfee8d0d6a2f8d0badcabbf99732629bed4686f8311faa0f632fd49b9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"524e3f3dfee8d0d6a2f8d0badcabbf99732629bed4686f8311faa0f632fd49b9","first_computed_at":"2026-07-05T11:49:34.125669Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:49:34.125669Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9KnyipEuF4/O8MqEIwQGOnpTYOL8eFZMOUtVzINVxnga8UgTbbS3ThiJqeKWPKIRssEoD6LJO09s0HuAqa1uBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:49:34.126174Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.19264","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d9c2737a6664ce1f6d7ce3f90b41ae6ee2d8a9d8be25f91c684509ea7ce3418b","sha256:27338545433b3f5c970ad5fe17f1b4e0a613826412607aab749580d56f8df43c"],"state_sha256":"f7c30457248b50929b6f4e792889963ba3fd97b966a39cfa2855601441c8a75e"}