{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:MVLDDBASW653Q4ECKKG7SEAYAQ","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":"35ced72f33054e6e36442826571313ca51a508787db4d1b18cbcdced47d87193","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-08-07T02:11:59Z","title_canon_sha256":"6c1d3c8ef9094a49538ec126617be8ee21ea57f52a97aca4a3c7689a828a6801"},"schema_version":"1.0","source":{"id":"2608.06712","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2608.06712","created_at":"2026-08-10T01:11:47Z"},{"alias_kind":"arxiv_version","alias_value":"2608.06712v1","created_at":"2026-08-10T01:11:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.06712","created_at":"2026-08-10T01:11:47Z"},{"alias_kind":"pith_short_12","alias_value":"MVLDDBASW653","created_at":"2026-08-10T01:11:47Z"},{"alias_kind":"pith_short_16","alias_value":"MVLDDBASW653Q4EC","created_at":"2026-08-10T01:11:47Z"},{"alias_kind":"pith_short_8","alias_value":"MVLDDBAS","created_at":"2026-08-10T01:11:47Z"}],"graph_snapshots":[{"event_id":"sha256:afcad8504fe9c0a4fcd35a5a79b2c42540b5dba1a2393579618e0aa205c20c45","target":"graph","created_at":"2026-08-10T01:11:47Z","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/2608.06712/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Model robustness against natural image corruptions is essential for safety-critical applications. While existing methods primarily focus on implicit representation learning, we provide the first systematic exploration of computational pathways to explicitly characterize internal robustness. We identify a progressive decay of robust features across network layers and establish a functional dependency between the prevalence of these features and model performance. To exploit these insights, we propose Suppress and Diversify (S\\&D), a non-intrusive refinement approach that enhances robustness by ","authors_text":"Jiangang Yang, Jian Liu, Jing Xing, Luqing Luo, Wenhui Shi, Wenyue Chong, Xiaoran Xu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-08-07T02:11:59Z","title":"Suppress and Diversify: Refining Robust Pathways for Corruption Robustness"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.06712","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":"sha256:47ed70793325e8eb5430f7384904156bb6337938d5fc4c0456e8c160513e68f8","target":"record","created_at":"2026-08-10T01:11:47Z","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":"35ced72f33054e6e36442826571313ca51a508787db4d1b18cbcdced47d87193","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-08-07T02:11:59Z","title_canon_sha256":"6c1d3c8ef9094a49538ec126617be8ee21ea57f52a97aca4a3c7689a828a6801"},"schema_version":"1.0","source":{"id":"2608.06712","kind":"arxiv","version":1}},"canonical_sha256":"6556318412b7bbb87082528df910180425f9df2a8587b34baaf2104d1aa6ff82","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6556318412b7bbb87082528df910180425f9df2a8587b34baaf2104d1aa6ff82","first_computed_at":"2026-08-10T01:11:47.368201Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-08-10T01:11:47.368201Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"D7hDraAgDhuQ0sD6P5g74saj+yb68JQd9gevQGEwHjtM/SFlXNS0F7oJCHGksxxTO3u4H1VAhRjY4OS1R8r3DQ==","signature_status":"signed_v1","signed_at":"2026-08-10T01:11:47.370737Z","signed_message":"canonical_sha256_bytes"},"source_id":"2608.06712","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:47ed70793325e8eb5430f7384904156bb6337938d5fc4c0456e8c160513e68f8","sha256:afcad8504fe9c0a4fcd35a5a79b2c42540b5dba1a2393579618e0aa205c20c45"],"state_sha256":"b6072b49cd465e1b6f62f9e3d5e90b0bb87362526a99ace9694b9d30d45b319f"}