{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:FKEZAWIJESYUIXLAMB3FJJJOND","short_pith_number":"pith:FKEZAWIJ","canonical_record":{"source":{"id":"2411.17026","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-26T01:38:51Z","cross_cats_sorted":[],"title_canon_sha256":"3973414fa18490b34308ee92e3a1e8d9c6b06f7299c9923973dd39b975757c80","abstract_canon_sha256":"1778346021601f1fb0f284a8cc071c55dfcf4233d3706900514d35aa967f44ec"},"schema_version":"1.0"},"canonical_sha256":"2a8990590924b1445d60607654a52e68f44bb3cade6be1813ac3c3272e2c311d","source":{"kind":"arxiv","id":"2411.17026","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.17026","created_at":"2026-07-05T09:40:45Z"},{"alias_kind":"arxiv_version","alias_value":"2411.17026v1","created_at":"2026-07-05T09:40:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.17026","created_at":"2026-07-05T09:40:45Z"},{"alias_kind":"pith_short_12","alias_value":"FKEZAWIJESYU","created_at":"2026-07-05T09:40:45Z"},{"alias_kind":"pith_short_16","alias_value":"FKEZAWIJESYUIXLA","created_at":"2026-07-05T09:40:45Z"},{"alias_kind":"pith_short_8","alias_value":"FKEZAWIJ","created_at":"2026-07-05T09:40:45Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:FKEZAWIJESYUIXLAMB3FJJJOND","target":"record","payload":{"canonical_record":{"source":{"id":"2411.17026","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-26T01:38:51Z","cross_cats_sorted":[],"title_canon_sha256":"3973414fa18490b34308ee92e3a1e8d9c6b06f7299c9923973dd39b975757c80","abstract_canon_sha256":"1778346021601f1fb0f284a8cc071c55dfcf4233d3706900514d35aa967f44ec"},"schema_version":"1.0"},"canonical_sha256":"2a8990590924b1445d60607654a52e68f44bb3cade6be1813ac3c3272e2c311d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:40:45.757550Z","signature_b64":"jDXI7P3M3HspTLWoTDA0EO5tEaMZ9ALSuUQRseX5hOjrelSQsIZba6J7i5puTmuqg2usvfPjTKy1HQxvYUdrAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2a8990590924b1445d60607654a52e68f44bb3cade6be1813ac3c3272e2c311d","last_reissued_at":"2026-07-05T09:40:45.757117Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:40:45.757117Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.17026","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:40:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"EkRCI2nDGsD31+O9nhrpuxx5hd4zbcK6kYbfkE0jpl9zwZ0UOTXQNUAqPJmzCnJZ1fhZmlACKFZVGMC9czF8Bw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T02:45:16.458967Z"},"content_sha256":"5f4dfa989b8e1e4e67bdc22b62dc6b4a07faca61f4f35aad24e55dfa72d51e11","schema_version":"1.0","event_id":"sha256:5f4dfa989b8e1e4e67bdc22b62dc6b4a07faca61f4f35aad24e55dfa72d51e11"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:FKEZAWIJESYUIXLAMB3FJJJOND","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"RED: Robust Environmental Design","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Jinghan Yang","submitted_at":"2024-11-26T01:38:51Z","abstract_excerpt":"The classification of road signs by autonomous systems, especially those reliant on visual inputs, is highly susceptible to adversarial attacks. Traditional approaches to mitigating such vulnerabilities have focused on enhancing the robustness of classification models. In contrast, this paper adopts a fundamentally different strategy aimed at increasing robustness through the redesign of road signs themselves. We propose an attacker-agnostic learning scheme to automatically design road signs that are robust to a wide array of patch-based attacks. Empirical tests conducted in both digital and p"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.17026","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2411.17026/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:40:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"cJFoBkVNl/T2essKef/VT+zn74t/mD2PpB1tbsc+XjpJjsxrLCdSRCNdQaAkST64M7oyndEnVsJj8cvRDtUTCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T02:45:16.459481Z"},"content_sha256":"38958b943e2d702aae074c1a6c5c09bb2d54f85bf70ee42deb2e72b563fdcb16","schema_version":"1.0","event_id":"sha256:38958b943e2d702aae074c1a6c5c09bb2d54f85bf70ee42deb2e72b563fdcb16"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FKEZAWIJESYUIXLAMB3FJJJOND/bundle.json","state_url":"https://pith.science/pith/FKEZAWIJESYUIXLAMB3FJJJOND/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FKEZAWIJESYUIXLAMB3FJJJOND/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-13T02:45:16Z","links":{"resolver":"https://pith.science/pith/FKEZAWIJESYUIXLAMB3FJJJOND","bundle":"https://pith.science/pith/FKEZAWIJESYUIXLAMB3FJJJOND/bundle.json","state":"https://pith.science/pith/FKEZAWIJESYUIXLAMB3FJJJOND/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FKEZAWIJESYUIXLAMB3FJJJOND/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:FKEZAWIJESYUIXLAMB3FJJJOND","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":"1778346021601f1fb0f284a8cc071c55dfcf4233d3706900514d35aa967f44ec","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-26T01:38:51Z","title_canon_sha256":"3973414fa18490b34308ee92e3a1e8d9c6b06f7299c9923973dd39b975757c80"},"schema_version":"1.0","source":{"id":"2411.17026","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.17026","created_at":"2026-07-05T09:40:45Z"},{"alias_kind":"arxiv_version","alias_value":"2411.17026v1","created_at":"2026-07-05T09:40:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.17026","created_at":"2026-07-05T09:40:45Z"},{"alias_kind":"pith_short_12","alias_value":"FKEZAWIJESYU","created_at":"2026-07-05T09:40:45Z"},{"alias_kind":"pith_short_16","alias_value":"FKEZAWIJESYUIXLA","created_at":"2026-07-05T09:40:45Z"},{"alias_kind":"pith_short_8","alias_value":"FKEZAWIJ","created_at":"2026-07-05T09:40:45Z"}],"graph_snapshots":[{"event_id":"sha256:38958b943e2d702aae074c1a6c5c09bb2d54f85bf70ee42deb2e72b563fdcb16","target":"graph","created_at":"2026-07-05T09:40:45Z","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/2411.17026/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The classification of road signs by autonomous systems, especially those reliant on visual inputs, is highly susceptible to adversarial attacks. Traditional approaches to mitigating such vulnerabilities have focused on enhancing the robustness of classification models. In contrast, this paper adopts a fundamentally different strategy aimed at increasing robustness through the redesign of road signs themselves. We propose an attacker-agnostic learning scheme to automatically design road signs that are robust to a wide array of patch-based attacks. Empirical tests conducted in both digital and p","authors_text":"Jinghan Yang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-26T01:38:51Z","title":"RED: Robust Environmental Design"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.17026","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":"sha256:5f4dfa989b8e1e4e67bdc22b62dc6b4a07faca61f4f35aad24e55dfa72d51e11","target":"record","created_at":"2026-07-05T09:40:45Z","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":"1778346021601f1fb0f284a8cc071c55dfcf4233d3706900514d35aa967f44ec","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-26T01:38:51Z","title_canon_sha256":"3973414fa18490b34308ee92e3a1e8d9c6b06f7299c9923973dd39b975757c80"},"schema_version":"1.0","source":{"id":"2411.17026","kind":"arxiv","version":1}},"canonical_sha256":"2a8990590924b1445d60607654a52e68f44bb3cade6be1813ac3c3272e2c311d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2a8990590924b1445d60607654a52e68f44bb3cade6be1813ac3c3272e2c311d","first_computed_at":"2026-07-05T09:40:45.757117Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:40:45.757117Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jDXI7P3M3HspTLWoTDA0EO5tEaMZ9ALSuUQRseX5hOjrelSQsIZba6J7i5puTmuqg2usvfPjTKy1HQxvYUdrAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:40:45.757550Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.17026","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5f4dfa989b8e1e4e67bdc22b62dc6b4a07faca61f4f35aad24e55dfa72d51e11","sha256:38958b943e2d702aae074c1a6c5c09bb2d54f85bf70ee42deb2e72b563fdcb16"],"state_sha256":"e4a4aa608c788f8d7bc0108187f20f04fd5602ef48382ccacdbbbe05e2910987"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"v9NweGXpyQvLzaitG2bcmUPvqsxl5eyuHtxbB23QMwi3ewM1QZfzKvDLul9QWdDMn6Bri6vmba3HXdDpkQGiDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T02:45:16.466978Z","bundle_sha256":"e5a6f3ebaa3c800efbcc173ae4ea07c7464d3f5876bd971d4e961e6f9d1e4d8c"}}