{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:DVLEMRVNHMRGJEJDAXBCPKBPWC","short_pith_number":"pith:DVLEMRVN","canonical_record":{"source":{"id":"2606.04460","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-06-03T05:06:37Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"0220477745e1e5727af5e49eb4483d7627d2c0da18d3d58d441269d67c3bf7c4","abstract_canon_sha256":"548cc474603e2d421526a22106dbdfcfe68352261ac713dadcf62a48f22396da"},"schema_version":"1.0"},"canonical_sha256":"1d564646ad3b2264912305c227a82fb08afc2916abe7d838301985d77031c82a","source":{"kind":"arxiv","id":"2606.04460","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04460","created_at":"2026-06-04T01:09:09Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04460v1","created_at":"2026-06-04T01:09:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04460","created_at":"2026-06-04T01:09:09Z"},{"alias_kind":"pith_short_12","alias_value":"DVLEMRVNHMRG","created_at":"2026-06-04T01:09:09Z"},{"alias_kind":"pith_short_16","alias_value":"DVLEMRVNHMRGJEJD","created_at":"2026-06-04T01:09:09Z"},{"alias_kind":"pith_short_8","alias_value":"DVLEMRVN","created_at":"2026-06-04T01:09:09Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:DVLEMRVNHMRGJEJDAXBCPKBPWC","target":"record","payload":{"canonical_record":{"source":{"id":"2606.04460","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-06-03T05:06:37Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"0220477745e1e5727af5e49eb4483d7627d2c0da18d3d58d441269d67c3bf7c4","abstract_canon_sha256":"548cc474603e2d421526a22106dbdfcfe68352261ac713dadcf62a48f22396da"},"schema_version":"1.0"},"canonical_sha256":"1d564646ad3b2264912305c227a82fb08afc2916abe7d838301985d77031c82a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-04T01:09:09.053862Z","signature_b64":"G3uupI+0iH6H9YxWNpWUDEg5ocxMEXo3+yMNEt8//vc5TfO6YG6TvxPUZnBRDzOTecAp6xAYQeR5UCwsaBjjDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1d564646ad3b2264912305c227a82fb08afc2916abe7d838301985d77031c82a","last_reissued_at":"2026-06-04T01:09:09.053155Z","signature_status":"signed_v1","first_computed_at":"2026-06-04T01:09:09.053155Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.04460","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":"2026-06-04T01:09:09Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XZOgQI1jpKGtrtHjLSmsvTgC2SOG0WNJJtwczQyUYuNv2AFT+vCt9wXaqch1h946walxqCtqNHZ8zbU2txVKBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-05T10:41:36.521907Z"},"content_sha256":"3317e2c0709774355f816d1fb3558875c7dc4acd9087fe6f3ece09aca9873c5c","schema_version":"1.0","event_id":"sha256:3317e2c0709774355f816d1fb3558875c7dc4acd9087fe6f3ece09aca9873c5c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:DVLEMRVNHMRGJEJDAXBCPKBPWC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"CyberGym-E2E: Scalable Real-World Benchmark for AI Agents' End-to-End Cybersecurity Capabilities","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.CR","authors_text":"Alexander Cheung, Chenguang Wang, Dawn Song, Dongwei Jiang, Francisco De La Riega, Gabriel Han, Jianhong Tu, Jingxuan He, Jingzhi Jiang, Jonah Cha, Mona Wang, Robin Rheem, Sean Tai, Tianneng Shi, Wenbo Guo, Zhun Wang","submitted_at":"2026-06-03T05:06:37Z","abstract_excerpt":"AI has the potential to transform cybersecurity by enabling systems that can autonomously detect, analyze, and remediate software vulnerabilities. However, existing cybersecurity evaluations of AI systems are limited in scale or scope, and fail to capture the end-to-end lifecycle of real-world software vulnerability discovery and remediation. To address this gap, we propose CyberGym-E2E, a large-scale and realistic end-to-end cybersecurity benchmark that comprehensively evaluates AI agents' abilities across the full lifecycle of vulnerability discovery, PoC generation, and patch generation. Cy"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04460","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/2606.04460/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":"2026-06-04T01:09:09Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wdcGb52RH5y0tcDZ/uJtUu/X8TqNGlwukVna4AjFzwVzaGivW93OCYdQ31mUgFNc/X0njuX7j3OQ4sZW4uFZBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-05T10:41:36.522515Z"},"content_sha256":"3753b0e1982a42d99e8970e8d7fb10e6af4d5d668b8fc680a6c0cb0e37438e0e","schema_version":"1.0","event_id":"sha256:3753b0e1982a42d99e8970e8d7fb10e6af4d5d668b8fc680a6c0cb0e37438e0e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DVLEMRVNHMRGJEJDAXBCPKBPWC/bundle.json","state_url":"https://pith.science/pith/DVLEMRVNHMRGJEJDAXBCPKBPWC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DVLEMRVNHMRGJEJDAXBCPKBPWC/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":"2026-06-05T10:41:36Z","links":{"resolver":"https://pith.science/pith/DVLEMRVNHMRGJEJDAXBCPKBPWC","bundle":"https://pith.science/pith/DVLEMRVNHMRGJEJDAXBCPKBPWC/bundle.json","state":"https://pith.science/pith/DVLEMRVNHMRGJEJDAXBCPKBPWC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DVLEMRVNHMRGJEJDAXBCPKBPWC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:DVLEMRVNHMRGJEJDAXBCPKBPWC","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":"548cc474603e2d421526a22106dbdfcfe68352261ac713dadcf62a48f22396da","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-06-03T05:06:37Z","title_canon_sha256":"0220477745e1e5727af5e49eb4483d7627d2c0da18d3d58d441269d67c3bf7c4"},"schema_version":"1.0","source":{"id":"2606.04460","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04460","created_at":"2026-06-04T01:09:09Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04460v1","created_at":"2026-06-04T01:09:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04460","created_at":"2026-06-04T01:09:09Z"},{"alias_kind":"pith_short_12","alias_value":"DVLEMRVNHMRG","created_at":"2026-06-04T01:09:09Z"},{"alias_kind":"pith_short_16","alias_value":"DVLEMRVNHMRGJEJD","created_at":"2026-06-04T01:09:09Z"},{"alias_kind":"pith_short_8","alias_value":"DVLEMRVN","created_at":"2026-06-04T01:09:09Z"}],"graph_snapshots":[{"event_id":"sha256:3753b0e1982a42d99e8970e8d7fb10e6af4d5d668b8fc680a6c0cb0e37438e0e","target":"graph","created_at":"2026-06-04T01:09:09Z","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/2606.04460/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"AI has the potential to transform cybersecurity by enabling systems that can autonomously detect, analyze, and remediate software vulnerabilities. However, existing cybersecurity evaluations of AI systems are limited in scale or scope, and fail to capture the end-to-end lifecycle of real-world software vulnerability discovery and remediation. To address this gap, we propose CyberGym-E2E, a large-scale and realistic end-to-end cybersecurity benchmark that comprehensively evaluates AI agents' abilities across the full lifecycle of vulnerability discovery, PoC generation, and patch generation. Cy","authors_text":"Alexander Cheung, Chenguang Wang, Dawn Song, Dongwei Jiang, Francisco De La Riega, Gabriel Han, Jianhong Tu, Jingxuan He, Jingzhi Jiang, Jonah Cha, Mona Wang, Robin Rheem, Sean Tai, Tianneng Shi, Wenbo Guo, Zhun Wang","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-06-03T05:06:37Z","title":"CyberGym-E2E: Scalable Real-World Benchmark for AI Agents' End-to-End Cybersecurity Capabilities"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04460","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":"sha256:3317e2c0709774355f816d1fb3558875c7dc4acd9087fe6f3ece09aca9873c5c","target":"record","created_at":"2026-06-04T01:09:09Z","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":"548cc474603e2d421526a22106dbdfcfe68352261ac713dadcf62a48f22396da","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-06-03T05:06:37Z","title_canon_sha256":"0220477745e1e5727af5e49eb4483d7627d2c0da18d3d58d441269d67c3bf7c4"},"schema_version":"1.0","source":{"id":"2606.04460","kind":"arxiv","version":1}},"canonical_sha256":"1d564646ad3b2264912305c227a82fb08afc2916abe7d838301985d77031c82a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1d564646ad3b2264912305c227a82fb08afc2916abe7d838301985d77031c82a","first_computed_at":"2026-06-04T01:09:09.053155Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-04T01:09:09.053155Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"G3uupI+0iH6H9YxWNpWUDEg5ocxMEXo3+yMNEt8//vc5TfO6YG6TvxPUZnBRDzOTecAp6xAYQeR5UCwsaBjjDw==","signature_status":"signed_v1","signed_at":"2026-06-04T01:09:09.053862Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.04460","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3317e2c0709774355f816d1fb3558875c7dc4acd9087fe6f3ece09aca9873c5c","sha256:3753b0e1982a42d99e8970e8d7fb10e6af4d5d668b8fc680a6c0cb0e37438e0e"],"state_sha256":"7f8e545f8ab10e235eaf2fc909e906db1799575fed1dc4dc5eb176c7c67eb3b5"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"X4MnECEckc9+Z8Lfx6W4IiNN2YCPmhBNJ28d1RW7sSJh3rrctrRBExbhkN/yCxh52iDLwyEZRMFvsW6ch5U2Aw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-05T10:41:36.525118Z","bundle_sha256":"86fcc3cefccba8ab41752f72ab531c722ed38a25ae4384ecc97bfce86799ccf8"}}