{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:EFHXSG2PWXQGG6PDZIYCP2AILT","short_pith_number":"pith:EFHXSG2P","canonical_record":{"source":{"id":"2411.15246","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2024-11-22T07:05:35Z","cross_cats_sorted":[],"title_canon_sha256":"8c2c528da902dd0c0ba7de47bcc58af46b90c75b5c3895c2637d4cbdd9b3c159","abstract_canon_sha256":"25ec98663101a4b9db873ad890a42b433cdc1def9695f570bc6f202139a504b6"},"schema_version":"1.0"},"canonical_sha256":"214f791b4fb5e06379e3ca3027e8085ce76cde760e63019e848ef7f1d9c3f263","source":{"kind":"arxiv","id":"2411.15246","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.15246","created_at":"2026-07-05T10:19:31Z"},{"alias_kind":"arxiv_version","alias_value":"2411.15246v2","created_at":"2026-07-05T10:19:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.15246","created_at":"2026-07-05T10:19:31Z"},{"alias_kind":"pith_short_12","alias_value":"EFHXSG2PWXQG","created_at":"2026-07-05T10:19:31Z"},{"alias_kind":"pith_short_16","alias_value":"EFHXSG2PWXQGG6PD","created_at":"2026-07-05T10:19:31Z"},{"alias_kind":"pith_short_8","alias_value":"EFHXSG2P","created_at":"2026-07-05T10:19:31Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:EFHXSG2PWXQGG6PDZIYCP2AILT","target":"record","payload":{"canonical_record":{"source":{"id":"2411.15246","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2024-11-22T07:05:35Z","cross_cats_sorted":[],"title_canon_sha256":"8c2c528da902dd0c0ba7de47bcc58af46b90c75b5c3895c2637d4cbdd9b3c159","abstract_canon_sha256":"25ec98663101a4b9db873ad890a42b433cdc1def9695f570bc6f202139a504b6"},"schema_version":"1.0"},"canonical_sha256":"214f791b4fb5e06379e3ca3027e8085ce76cde760e63019e848ef7f1d9c3f263","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:19:31.457033Z","signature_b64":"K+TKd9aUJhKwBj7fz9gTWeAqclbf916VQECWm2Llnkn0Yat3XbXvG5TOg2Cg9cjqs5XyNrRuvPNuBszsq12gBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"214f791b4fb5e06379e3ca3027e8085ce76cde760e63019e848ef7f1d9c3f263","last_reissued_at":"2026-07-05T10:19:31.456579Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:19:31.456579Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.15246","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":"2026-07-05T10:19:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"cYr3rZJnRdLsiLxlm8p7LpRHCCtYbBuk/glXE4C49eNhZRtZjKkPxKeml0Jsc1OzICnCFZqe4W/vGfYTobfFBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T19:13:21.338515Z"},"content_sha256":"725e56164f8ffa9388d673e811efd9a3decd9c11d495ac897436abea9c2eb729","schema_version":"1.0","event_id":"sha256:725e56164f8ffa9388d673e811efd9a3decd9c11d495ac897436abea9c2eb729"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:EFHXSG2PWXQGG6PDZIYCP2AILT","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Exploring the Robustness and Transferability of Patch-Based Adversarial Attacks in Quantized Neural Networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CR","authors_text":"Amira Guesmi, Bassem Ouni, Muhammad Shafique","submitted_at":"2024-11-22T07:05:35Z","abstract_excerpt":"Quantized neural networks (QNNs) are increasingly used for efficient deployment of deep learning models on resource-constrained platforms, such as mobile devices and edge computing systems. While quantization reduces model size and computational demands, its impact on adversarial robustness-especially against patch-based attacks-remains inadequately addressed. Patch-based attacks, characterized by localized, high-visibility perturbations, pose significant security risks due to their transferability and resilience. In this study, we systematically evaluate the vulnerability of QNNs to patch-bas"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.15246","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/2411.15246/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":"2026-07-05T10:19:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"dNy9+J7IAuYBqxcm3owhLK+6JpHvVZe0Y5MbHi1AgqfTwbnZcj5uHj4+DHYZXgDNd9uER4GmaHxBfIgjViNQDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T19:13:21.339033Z"},"content_sha256":"d0c3b7cbab371fcc786d9d1fe9a15dbfd866436135ebfecf9278a148ba7eba7d","schema_version":"1.0","event_id":"sha256:d0c3b7cbab371fcc786d9d1fe9a15dbfd866436135ebfecf9278a148ba7eba7d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/EFHXSG2PWXQGG6PDZIYCP2AILT/bundle.json","state_url":"https://pith.science/pith/EFHXSG2PWXQGG6PDZIYCP2AILT/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/EFHXSG2PWXQGG6PDZIYCP2AILT/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":"2026-08-06T19:13:21Z","links":{"resolver":"https://pith.science/pith/EFHXSG2PWXQGG6PDZIYCP2AILT","bundle":"https://pith.science/pith/EFHXSG2PWXQGG6PDZIYCP2AILT/bundle.json","state":"https://pith.science/pith/EFHXSG2PWXQGG6PDZIYCP2AILT/state.json","well_known_bundle":"https://pith.science/.well-known/pith/EFHXSG2PWXQGG6PDZIYCP2AILT/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:EFHXSG2PWXQGG6PDZIYCP2AILT","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":"25ec98663101a4b9db873ad890a42b433cdc1def9695f570bc6f202139a504b6","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2024-11-22T07:05:35Z","title_canon_sha256":"8c2c528da902dd0c0ba7de47bcc58af46b90c75b5c3895c2637d4cbdd9b3c159"},"schema_version":"1.0","source":{"id":"2411.15246","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.15246","created_at":"2026-07-05T10:19:31Z"},{"alias_kind":"arxiv_version","alias_value":"2411.15246v2","created_at":"2026-07-05T10:19:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.15246","created_at":"2026-07-05T10:19:31Z"},{"alias_kind":"pith_short_12","alias_value":"EFHXSG2PWXQG","created_at":"2026-07-05T10:19:31Z"},{"alias_kind":"pith_short_16","alias_value":"EFHXSG2PWXQGG6PD","created_at":"2026-07-05T10:19:31Z"},{"alias_kind":"pith_short_8","alias_value":"EFHXSG2P","created_at":"2026-07-05T10:19:31Z"}],"graph_snapshots":[{"event_id":"sha256:d0c3b7cbab371fcc786d9d1fe9a15dbfd866436135ebfecf9278a148ba7eba7d","target":"graph","created_at":"2026-07-05T10:19:31Z","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/2411.15246/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Quantized neural networks (QNNs) are increasingly used for efficient deployment of deep learning models on resource-constrained platforms, such as mobile devices and edge computing systems. While quantization reduces model size and computational demands, its impact on adversarial robustness-especially against patch-based attacks-remains inadequately addressed. Patch-based attacks, characterized by localized, high-visibility perturbations, pose significant security risks due to their transferability and resilience. In this study, we systematically evaluate the vulnerability of QNNs to patch-bas","authors_text":"Amira Guesmi, Bassem Ouni, Muhammad Shafique","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2024-11-22T07:05:35Z","title":"Exploring the Robustness and Transferability of Patch-Based Adversarial Attacks in Quantized Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.15246","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":"sha256:725e56164f8ffa9388d673e811efd9a3decd9c11d495ac897436abea9c2eb729","target":"record","created_at":"2026-07-05T10:19:31Z","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":"25ec98663101a4b9db873ad890a42b433cdc1def9695f570bc6f202139a504b6","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2024-11-22T07:05:35Z","title_canon_sha256":"8c2c528da902dd0c0ba7de47bcc58af46b90c75b5c3895c2637d4cbdd9b3c159"},"schema_version":"1.0","source":{"id":"2411.15246","kind":"arxiv","version":2}},"canonical_sha256":"214f791b4fb5e06379e3ca3027e8085ce76cde760e63019e848ef7f1d9c3f263","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"214f791b4fb5e06379e3ca3027e8085ce76cde760e63019e848ef7f1d9c3f263","first_computed_at":"2026-07-05T10:19:31.456579Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:19:31.456579Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"K+TKd9aUJhKwBj7fz9gTWeAqclbf916VQECWm2Llnkn0Yat3XbXvG5TOg2Cg9cjqs5XyNrRuvPNuBszsq12gBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:19:31.457033Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.15246","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:725e56164f8ffa9388d673e811efd9a3decd9c11d495ac897436abea9c2eb729","sha256:d0c3b7cbab371fcc786d9d1fe9a15dbfd866436135ebfecf9278a148ba7eba7d"],"state_sha256":"13ad38ce461043dd6c62513724877675f1e50d4876bbda2ed16a295ce2da9b0a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SuCY18KcchH64+NTFgF+41S63Xn1/7N00LWdEjwd69KGks98jR6y1fYvC99XfP1c1n4YMMA9EWAUShm93PjnAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T19:13:21.342917Z","bundle_sha256":"ee5ec90b34448fbb488c8e023e288bb301da97d4a2a8d2c55bd8e4355a8a730a"}}