{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:WTXRXPW3C6EPZ6W5MMTHCXK3UA","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":"a58a07be79f40ed92071731e83658df7c269e93523fee825ae2155928c8e6609","cross_cats_sorted":["eess.SP"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-14T05:23:12Z","title_canon_sha256":"ff396282a84060745cab2a6fa9489f63f7718b712c2d4ab03cd47f4f12d74ad9"},"schema_version":"1.0","source":{"id":"2410.10167","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.10167","created_at":"2026-07-05T10:15:20Z"},{"alias_kind":"arxiv_version","alias_value":"2410.10167v3","created_at":"2026-07-05T10:15:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.10167","created_at":"2026-07-05T10:15:20Z"},{"alias_kind":"pith_short_12","alias_value":"WTXRXPW3C6EP","created_at":"2026-07-05T10:15:20Z"},{"alias_kind":"pith_short_16","alias_value":"WTXRXPW3C6EPZ6W5","created_at":"2026-07-05T10:15:20Z"},{"alias_kind":"pith_short_8","alias_value":"WTXRXPW3","created_at":"2026-07-05T10:15:20Z"}],"graph_snapshots":[{"event_id":"sha256:20a368c4721a975cb1f5f94b8cd804071400b02ff5d2db497f00af9805353038","target":"graph","created_at":"2026-07-05T10:15:20Z","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/2410.10167/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Human sensing, which employs various sensors and advanced deep learning technologies to accurately capture and interpret human body information, has significantly impacted fields like public security and robotics. However, current human sensing primarily depends on modalities such as cameras and LiDAR, each of which has its own strengths and limitations. Furthermore, existing multi-modal fusion solutions are typically designed for fixed modality combinations, requiring extensive retraining when modalities are added or removed for diverse scenarios. In this paper, we propose a modality-invarian","authors_text":"Jianfei Yang, Xinyan Chen","cross_cats":["eess.SP"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-14T05:23:12Z","title":"X-Fi: A Modality-Invariant Foundation Model for Multimodal Human Sensing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.10167","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":"sha256:8f20363bfe69741d87e3c4049e0551ae2b5cba1f2786b476d3a006c80d59777f","target":"record","created_at":"2026-07-05T10:15:20Z","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":"a58a07be79f40ed92071731e83658df7c269e93523fee825ae2155928c8e6609","cross_cats_sorted":["eess.SP"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-14T05:23:12Z","title_canon_sha256":"ff396282a84060745cab2a6fa9489f63f7718b712c2d4ab03cd47f4f12d74ad9"},"schema_version":"1.0","source":{"id":"2410.10167","kind":"arxiv","version":3}},"canonical_sha256":"b4ef1bbedb1788fcfadd6326715d5ba0010b25035bc61ef8ae4a4f9217f9b7df","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b4ef1bbedb1788fcfadd6326715d5ba0010b25035bc61ef8ae4a4f9217f9b7df","first_computed_at":"2026-07-05T10:15:20.414123Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:15:20.414123Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tElUo9VeKxcnt6yWVX9mQGB6jsO4Reizpa/tf/NGB9wS/bWiz2Nf0GHmXRqG5otl1/OyHBcYzX7mKcJ2pnJJAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:15:20.414635Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.10167","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8f20363bfe69741d87e3c4049e0551ae2b5cba1f2786b476d3a006c80d59777f","sha256:20a368c4721a975cb1f5f94b8cd804071400b02ff5d2db497f00af9805353038"],"state_sha256":"d309ab32d6927899b23fd650649fec6fd5c4c80cb0398ec52eb4ddd7373c57da"}