{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:VZE5DYGJIGOJCKXYKSTGTF6TV7","short_pith_number":"pith:VZE5DYGJ","canonical_record":{"source":{"id":"2303.01338","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-02T15:14:46Z","cross_cats_sorted":["cs.CR"],"title_canon_sha256":"148e9fa97ad6b3ed252f9a1f6d4f3a79b33de5bcd69903fade899e5f7481215b","abstract_canon_sha256":"c6f1b66f8600ff73111107235c9b583ea33809d222fb941b9505aa76c32a8d1b"},"schema_version":"1.0"},"canonical_sha256":"ae49d1e0c9419c912af854a66997d3afd425158adcc4047a556897486fdb216f","source":{"kind":"arxiv","id":"2303.01338","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.01338","created_at":"2026-07-05T06:57:21Z"},{"alias_kind":"arxiv_version","alias_value":"2303.01338v2","created_at":"2026-07-05T06:57:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.01338","created_at":"2026-07-05T06:57:21Z"},{"alias_kind":"pith_short_12","alias_value":"VZE5DYGJIGOJ","created_at":"2026-07-05T06:57:21Z"},{"alias_kind":"pith_short_16","alias_value":"VZE5DYGJIGOJCKXY","created_at":"2026-07-05T06:57:21Z"},{"alias_kind":"pith_short_8","alias_value":"VZE5DYGJ","created_at":"2026-07-05T06:57:21Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:VZE5DYGJIGOJCKXYKSTGTF6TV7","target":"record","payload":{"canonical_record":{"source":{"id":"2303.01338","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-02T15:14:46Z","cross_cats_sorted":["cs.CR"],"title_canon_sha256":"148e9fa97ad6b3ed252f9a1f6d4f3a79b33de5bcd69903fade899e5f7481215b","abstract_canon_sha256":"c6f1b66f8600ff73111107235c9b583ea33809d222fb941b9505aa76c32a8d1b"},"schema_version":"1.0"},"canonical_sha256":"ae49d1e0c9419c912af854a66997d3afd425158adcc4047a556897486fdb216f","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:57:21.646188Z","signature_b64":"F08IrZ5B/ZNwCp3WPcbfcAzNZsZhdwUaSDYr79Y1K7A0aDzoGR88I/da/nhY24Mt6qJknduaPuxF6y1WuUVbAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ae49d1e0c9419c912af854a66997d3afd425158adcc4047a556897486fdb216f","last_reissued_at":"2026-07-05T06:57:21.645718Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:57:21.645718Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2303.01338","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:57:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DnE1IqZ7PF2tAVw6BBPgCU8zdWwhDGQnDMoLGptOQB6eH4SyGXIsqQEbTpq2y414FnNANkD/iqiQXD6EUkfVAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T18:31:18.683015Z"},"content_sha256":"dfb7a537b8a6897ca8c4eabc3e8255fea7a24674e868ec3540316340cc23e7ae","schema_version":"1.0","event_id":"sha256:dfb7a537b8a6897ca8c4eabc3e8255fea7a24674e868ec3540316340cc23e7ae"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:VZE5DYGJIGOJCKXYKSTGTF6TV7","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"AdvRain: Adversarial Raindrops to Attack Camera-based Smart Vision Systems","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CR"],"primary_cat":"cs.CV","authors_text":"Amira Guesmi, Muhammad Abdullah Hanif, Muhammad Shafique","submitted_at":"2023-03-02T15:14:46Z","abstract_excerpt":"Vision-based perception modules are increasingly deployed in many applications, especially autonomous vehicles and intelligent robots. These modules are being used to acquire information about the surroundings and identify obstacles. Hence, accurate detection and classification are essential to reach appropriate decisions and take appropriate and safe actions at all times. Current studies have demonstrated that \"printed adversarial attacks\", known as physical adversarial attacks, can successfully mislead perception models such as object detectors and image classifiers. However, most of these p"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.01338","kind":"arxiv","version":2},"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/2303.01338/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":"2026-07-05T06:57:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HFbp9jUlibl5Ub8Hu7Z4aaSedqoN1qZ208PoqX+8nApPE4veS52Rp7mWOlGsSiFAuXDCMusqXkuBgQk/DSmTDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T18:31:18.683773Z"},"content_sha256":"79b8a6d211fc266cf45c6e93f7a9106ddc38ba83684d9c5703125ba6c301f7c4","schema_version":"1.0","event_id":"sha256:79b8a6d211fc266cf45c6e93f7a9106ddc38ba83684d9c5703125ba6c301f7c4"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VZE5DYGJIGOJCKXYKSTGTF6TV7/bundle.json","state_url":"https://pith.science/pith/VZE5DYGJIGOJCKXYKSTGTF6TV7/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VZE5DYGJIGOJCKXYKSTGTF6TV7/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":"2026-08-04T18:31:18Z","links":{"resolver":"https://pith.science/pith/VZE5DYGJIGOJCKXYKSTGTF6TV7","bundle":"https://pith.science/pith/VZE5DYGJIGOJCKXYKSTGTF6TV7/bundle.json","state":"https://pith.science/pith/VZE5DYGJIGOJCKXYKSTGTF6TV7/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VZE5DYGJIGOJCKXYKSTGTF6TV7/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:VZE5DYGJIGOJCKXYKSTGTF6TV7","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":"c6f1b66f8600ff73111107235c9b583ea33809d222fb941b9505aa76c32a8d1b","cross_cats_sorted":["cs.CR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-02T15:14:46Z","title_canon_sha256":"148e9fa97ad6b3ed252f9a1f6d4f3a79b33de5bcd69903fade899e5f7481215b"},"schema_version":"1.0","source":{"id":"2303.01338","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.01338","created_at":"2026-07-05T06:57:21Z"},{"alias_kind":"arxiv_version","alias_value":"2303.01338v2","created_at":"2026-07-05T06:57:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.01338","created_at":"2026-07-05T06:57:21Z"},{"alias_kind":"pith_short_12","alias_value":"VZE5DYGJIGOJ","created_at":"2026-07-05T06:57:21Z"},{"alias_kind":"pith_short_16","alias_value":"VZE5DYGJIGOJCKXY","created_at":"2026-07-05T06:57:21Z"},{"alias_kind":"pith_short_8","alias_value":"VZE5DYGJ","created_at":"2026-07-05T06:57:21Z"}],"graph_snapshots":[{"event_id":"sha256:79b8a6d211fc266cf45c6e93f7a9106ddc38ba83684d9c5703125ba6c301f7c4","target":"graph","created_at":"2026-07-05T06:57:21Z","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/2303.01338/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision-based perception modules are increasingly deployed in many applications, especially autonomous vehicles and intelligent robots. These modules are being used to acquire information about the surroundings and identify obstacles. Hence, accurate detection and classification are essential to reach appropriate decisions and take appropriate and safe actions at all times. Current studies have demonstrated that \"printed adversarial attacks\", known as physical adversarial attacks, can successfully mislead perception models such as object detectors and image classifiers. However, most of these p","authors_text":"Amira Guesmi, Muhammad Abdullah Hanif, Muhammad Shafique","cross_cats":["cs.CR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-02T15:14:46Z","title":"AdvRain: Adversarial Raindrops to Attack Camera-based Smart Vision Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.01338","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:dfb7a537b8a6897ca8c4eabc3e8255fea7a24674e868ec3540316340cc23e7ae","target":"record","created_at":"2026-07-05T06:57:21Z","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":"c6f1b66f8600ff73111107235c9b583ea33809d222fb941b9505aa76c32a8d1b","cross_cats_sorted":["cs.CR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-02T15:14:46Z","title_canon_sha256":"148e9fa97ad6b3ed252f9a1f6d4f3a79b33de5bcd69903fade899e5f7481215b"},"schema_version":"1.0","source":{"id":"2303.01338","kind":"arxiv","version":2}},"canonical_sha256":"ae49d1e0c9419c912af854a66997d3afd425158adcc4047a556897486fdb216f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ae49d1e0c9419c912af854a66997d3afd425158adcc4047a556897486fdb216f","first_computed_at":"2026-07-05T06:57:21.645718Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:57:21.645718Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"F08IrZ5B/ZNwCp3WPcbfcAzNZsZhdwUaSDYr79Y1K7A0aDzoGR88I/da/nhY24Mt6qJknduaPuxF6y1WuUVbAA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:57:21.646188Z","signed_message":"canonical_sha256_bytes"},"source_id":"2303.01338","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:dfb7a537b8a6897ca8c4eabc3e8255fea7a24674e868ec3540316340cc23e7ae","sha256:79b8a6d211fc266cf45c6e93f7a9106ddc38ba83684d9c5703125ba6c301f7c4"],"state_sha256":"b7a981293854a947f3b6c3218da8dc5e62f0ad0a91a2b21e42e624742f26b6a1"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"J6/iE0euoaZL6oLNuIplR0gb52LWFyiPiOcnRQfWRH9bkjp/e9QtKIXJJ9gVF5jkE7SHjHnvoXWJ0BqJDw5qAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T18:31:18.688939Z","bundle_sha256":"a12f54b5596675c5e08e5c0005ed7278a722bf30a5e5a4d6cc18a5fcb9b75347"}}