{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:5DZU6ESG4VUBLJAZNKEGHWFAMD","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":"872663b877ae25e1b5317c18b532338505b932705dcf8ee102e72e14415fa0c4","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-08-10T12:06:03Z","title_canon_sha256":"0ef232d6c7f01b5af9f24c21146b4f0fc790f4305eb79ae61f4ba062dcc010f6"},"schema_version":"1.0","source":{"id":"2308.05525","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.05525","created_at":"2026-07-05T07:55:13Z"},{"alias_kind":"arxiv_version","alias_value":"2308.05525v3","created_at":"2026-07-05T07:55:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.05525","created_at":"2026-07-05T07:55:13Z"},{"alias_kind":"pith_short_12","alias_value":"5DZU6ESG4VUB","created_at":"2026-07-05T07:55:13Z"},{"alias_kind":"pith_short_16","alias_value":"5DZU6ESG4VUBLJAZ","created_at":"2026-07-05T07:55:13Z"},{"alias_kind":"pith_short_8","alias_value":"5DZU6ESG","created_at":"2026-07-05T07:55:13Z"}],"graph_snapshots":[{"event_id":"sha256:f179fd1b3c4699a402ba290f475efad7c0a72928d7435d0d83cc2042341aa1bc","target":"graph","created_at":"2026-07-05T07:55:13Z","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/2308.05525/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The ability to cope with out-of-distribution (OOD) corruptions and adversarial attacks is crucial in real-world safety-demanding applications. In this study, we develop a general mechanism to increase neural network robustness based on focus analysis.\n  Recent studies have revealed the phenomenon of \\textit{Overfocusing}, which leads to a performance drop. When the network is primarily influenced by small input regions, it becomes less robust and prone to misclassify under noise and corruptions.\n  However, quantifying overfocusing is still vague and lacks clear definitions. Here, we provide a ","authors_text":"Guy Gilboa, Meir Yossef Levi","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-08-10T12:06:03Z","title":"Robustifying Point Cloud Networks by Refocusing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.05525","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":"sha256:1372d9d0ab68a3ad8eecb32560eaf9698c164775ffbeec3d54bd2811ecb8cde0","target":"record","created_at":"2026-07-05T07:55:13Z","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":"872663b877ae25e1b5317c18b532338505b932705dcf8ee102e72e14415fa0c4","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-08-10T12:06:03Z","title_canon_sha256":"0ef232d6c7f01b5af9f24c21146b4f0fc790f4305eb79ae61f4ba062dcc010f6"},"schema_version":"1.0","source":{"id":"2308.05525","kind":"arxiv","version":3}},"canonical_sha256":"e8f34f1246e56815a4196a8863d8a060fb3bc12e2389432f20db99b080f0e8da","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e8f34f1246e56815a4196a8863d8a060fb3bc12e2389432f20db99b080f0e8da","first_computed_at":"2026-07-05T07:55:13.129799Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:55:13.129799Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"pHPnnTEEllz7wg+/GUqvo3H/kWYGDyAiCPY3m1FAaZyACvgSZvJFUlkvof4FdUlCS6aKyCMkeeimWDIoEn/LCA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:55:13.130206Z","signed_message":"canonical_sha256_bytes"},"source_id":"2308.05525","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1372d9d0ab68a3ad8eecb32560eaf9698c164775ffbeec3d54bd2811ecb8cde0","sha256:f179fd1b3c4699a402ba290f475efad7c0a72928d7435d0d83cc2042341aa1bc"],"state_sha256":"087717953e76001fba93f7a3a952574ee4d7a93068f801e25805a3fee625fa47"}