{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:ARPAN3BOIA7J224HUP65TIMGUV","short_pith_number":"pith:ARPAN3BO","canonical_record":{"source":{"id":"2312.04730","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-12-07T22:19:06Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"01160f877f11dab543ccb9761d9e8725a2fe5f7490c0591b44467f1a8b0c3605","abstract_canon_sha256":"cca3501c4e437792031adb13f5b1a70b6c6531ab95c0fff004afeb10545e56ad"},"schema_version":"1.0"},"canonical_sha256":"045e06ec2e403e9d6b87a3fdd9a186a54fa6e26513c3c7315e40f75671348a1e","source":{"kind":"arxiv","id":"2312.04730","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.04730","created_at":"2026-07-05T07:23:31Z"},{"alias_kind":"arxiv_version","alias_value":"2312.04730v2","created_at":"2026-07-05T07:23:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.04730","created_at":"2026-07-05T07:23:31Z"},{"alias_kind":"pith_short_12","alias_value":"ARPAN3BOIA7J","created_at":"2026-07-05T07:23:31Z"},{"alias_kind":"pith_short_16","alias_value":"ARPAN3BOIA7J224H","created_at":"2026-07-05T07:23:31Z"},{"alias_kind":"pith_short_8","alias_value":"ARPAN3BO","created_at":"2026-07-05T07:23:31Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:ARPAN3BOIA7J224HUP65TIMGUV","target":"record","payload":{"canonical_record":{"source":{"id":"2312.04730","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-12-07T22:19:06Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"01160f877f11dab543ccb9761d9e8725a2fe5f7490c0591b44467f1a8b0c3605","abstract_canon_sha256":"cca3501c4e437792031adb13f5b1a70b6c6531ab95c0fff004afeb10545e56ad"},"schema_version":"1.0"},"canonical_sha256":"045e06ec2e403e9d6b87a3fdd9a186a54fa6e26513c3c7315e40f75671348a1e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:23:31.748338Z","signature_b64":"DppwSnZQMQQ4ZUnsMjMv7/Hj27Swydj6Shp+ahJBrSdipikwkXylNYXpAX9KMmCn+BvGppS8ghPpI2T7BD9FDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"045e06ec2e403e9d6b87a3fdd9a186a54fa6e26513c3c7315e40f75671348a1e","last_reissued_at":"2026-07-05T07:23:31.747869Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:23:31.747869Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2312.04730","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":"2026-07-05T07:23:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sN8ooiQFt+bun3lfWqzwWQnvSwOyiJBu0r/y6yWQP1r27MQf9iKrRQcKAY2YBXgnI7nE8sUv9cNPnw+6qnbGDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T15:25:22.079446Z"},"content_sha256":"161c442e193d9805f416b642a8524079411f1c5c8bb2c1b799e819409f54c7c5","schema_version":"1.0","event_id":"sha256:161c442e193d9805f416b642a8524079411f1c5c8bb2c1b799e819409f54c7c5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:ARPAN3BOIA7J224HUP65TIMGUV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CR","authors_text":"Chaowei Xiao, Fangzhou Wu, Xiaogeng Liu","submitted_at":"2023-12-07T22:19:06Z","abstract_excerpt":"With the advancement of Large Language Models (LLMs), significant progress has been made in code generation, enabling LLMs to transform natural language into programming code. These Code LLMs have been widely accepted by massive users and organizations. However, a dangerous nature is hidden in the code, which is the existence of fatal vulnerabilities. While some LLM providers have attempted to address these issues by aligning with human guidance, these efforts fall short of making Code LLMs practical and robust. Without a deep understanding of the performance of the LLMs under the practical wo"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.04730","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/2312.04730/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":"2026-07-05T07:23:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OECaNkAf9WKQyXMuEVXdx4y4gSWX+rBvDTWoc5+ZEkbf9FfACZ2BPlXnmlnH13qGNdp5ZiLcAVqwaSCGlvJzDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T15:25:22.079959Z"},"content_sha256":"8478e0bbc707ccfc88ea19fea4ec5e291c904ed0ce5f0c7e1af8e6c8924b31a6","schema_version":"1.0","event_id":"sha256:8478e0bbc707ccfc88ea19fea4ec5e291c904ed0ce5f0c7e1af8e6c8924b31a6"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ARPAN3BOIA7J224HUP65TIMGUV/bundle.json","state_url":"https://pith.science/pith/ARPAN3BOIA7J224HUP65TIMGUV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ARPAN3BOIA7J224HUP65TIMGUV/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":"2026-08-08T15:25:22Z","links":{"resolver":"https://pith.science/pith/ARPAN3BOIA7J224HUP65TIMGUV","bundle":"https://pith.science/pith/ARPAN3BOIA7J224HUP65TIMGUV/bundle.json","state":"https://pith.science/pith/ARPAN3BOIA7J224HUP65TIMGUV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ARPAN3BOIA7J224HUP65TIMGUV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:ARPAN3BOIA7J224HUP65TIMGUV","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":"cca3501c4e437792031adb13f5b1a70b6c6531ab95c0fff004afeb10545e56ad","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-12-07T22:19:06Z","title_canon_sha256":"01160f877f11dab543ccb9761d9e8725a2fe5f7490c0591b44467f1a8b0c3605"},"schema_version":"1.0","source":{"id":"2312.04730","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.04730","created_at":"2026-07-05T07:23:31Z"},{"alias_kind":"arxiv_version","alias_value":"2312.04730v2","created_at":"2026-07-05T07:23:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.04730","created_at":"2026-07-05T07:23:31Z"},{"alias_kind":"pith_short_12","alias_value":"ARPAN3BOIA7J","created_at":"2026-07-05T07:23:31Z"},{"alias_kind":"pith_short_16","alias_value":"ARPAN3BOIA7J224H","created_at":"2026-07-05T07:23:31Z"},{"alias_kind":"pith_short_8","alias_value":"ARPAN3BO","created_at":"2026-07-05T07:23:31Z"}],"graph_snapshots":[{"event_id":"sha256:8478e0bbc707ccfc88ea19fea4ec5e291c904ed0ce5f0c7e1af8e6c8924b31a6","target":"graph","created_at":"2026-07-05T07:23:31Z","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/2312.04730/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"With the advancement of Large Language Models (LLMs), significant progress has been made in code generation, enabling LLMs to transform natural language into programming code. These Code LLMs have been widely accepted by massive users and organizations. However, a dangerous nature is hidden in the code, which is the existence of fatal vulnerabilities. While some LLM providers have attempted to address these issues by aligning with human guidance, these efforts fall short of making Code LLMs practical and robust. Without a deep understanding of the performance of the LLMs under the practical wo","authors_text":"Chaowei Xiao, Fangzhou Wu, Xiaogeng Liu","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-12-07T22:19:06Z","title":"DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.04730","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":"sha256:161c442e193d9805f416b642a8524079411f1c5c8bb2c1b799e819409f54c7c5","target":"record","created_at":"2026-07-05T07:23:31Z","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":"cca3501c4e437792031adb13f5b1a70b6c6531ab95c0fff004afeb10545e56ad","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-12-07T22:19:06Z","title_canon_sha256":"01160f877f11dab543ccb9761d9e8725a2fe5f7490c0591b44467f1a8b0c3605"},"schema_version":"1.0","source":{"id":"2312.04730","kind":"arxiv","version":2}},"canonical_sha256":"045e06ec2e403e9d6b87a3fdd9a186a54fa6e26513c3c7315e40f75671348a1e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"045e06ec2e403e9d6b87a3fdd9a186a54fa6e26513c3c7315e40f75671348a1e","first_computed_at":"2026-07-05T07:23:31.747869Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:23:31.747869Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DppwSnZQMQQ4ZUnsMjMv7/Hj27Swydj6Shp+ahJBrSdipikwkXylNYXpAX9KMmCn+BvGppS8ghPpI2T7BD9FDw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:23:31.748338Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.04730","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:161c442e193d9805f416b642a8524079411f1c5c8bb2c1b799e819409f54c7c5","sha256:8478e0bbc707ccfc88ea19fea4ec5e291c904ed0ce5f0c7e1af8e6c8924b31a6"],"state_sha256":"f75e04c114cf1f296695684e298bfd477cf5d67544f741006dfffc4afee17d89"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"E/HPL/1D2EnNjIhIDgcMe5RS3u7q4ivzl+5JfBroEc0RTOSVop9xG+AooaQZtKsceHixJunzhWhnZIxHBjkLDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T15:25:22.084803Z","bundle_sha256":"798387a11355603f6660fcd2555699e78abbda88dc7aecec595cf6d79134ebeb"}}