{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:H3Z5YRIXYQIAIOKEU7XW6XB6J3","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":"28a64ede43e889767ad5fdcba2ce347edddcf85d650131f9f8adc381d84767d3","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-05-26T20:19:09Z","title_canon_sha256":"c095277b8a2776684ffa6a70f03b52b4b61a75188a1abc33e36aadc711650c33"},"schema_version":"1.0","source":{"id":"2305.17246","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.17246","created_at":"2026-07-05T06:42:22Z"},{"alias_kind":"arxiv_version","alias_value":"2305.17246v2","created_at":"2026-07-05T06:42:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.17246","created_at":"2026-07-05T06:42:22Z"},{"alias_kind":"pith_short_12","alias_value":"H3Z5YRIXYQIA","created_at":"2026-07-05T06:42:22Z"},{"alias_kind":"pith_short_16","alias_value":"H3Z5YRIXYQIAIOKE","created_at":"2026-07-05T06:42:22Z"},{"alias_kind":"pith_short_8","alias_value":"H3Z5YRIX","created_at":"2026-07-05T06:42:22Z"}],"graph_snapshots":[{"event_id":"sha256:f0e93b3aec0c35ab50914d374e4411eafcd956585b8dd8cf88cd39c58351abe7","target":"graph","created_at":"2026-07-05T06:42:22Z","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/2305.17246/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Current frameworks for training offensive penetration testing agents with deep reinforcement learning struggle to produce agents that perform well in real-world scenarios, due to the reality gap in simulation-based frameworks and the lack of scalability in emulation-based frameworks. Additionally, existing frameworks often use an unrealistic metric that measures the agents' performance on the training data. NASimEmu, a new framework introduced in this paper, addresses these issues by providing both a simulator and an emulator with a shared interface. This approach allows agents to be trained i","authors_text":"Jarom\\'ir Janisch, Tom\\'a\\v{s} Pevn\\'y, Viliam Lis\\'y","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-05-26T20:19:09Z","title":"NASimEmu: Network Attack Simulator & Emulator for Training Agents Generalizing to Novel Scenarios"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.17246","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:fe07c9b0ceb50542e69d34ecded545c57eb09e7f25bb96734ea9c28fa8fa9326","target":"record","created_at":"2026-07-05T06:42:22Z","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":"28a64ede43e889767ad5fdcba2ce347edddcf85d650131f9f8adc381d84767d3","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-05-26T20:19:09Z","title_canon_sha256":"c095277b8a2776684ffa6a70f03b52b4b61a75188a1abc33e36aadc711650c33"},"schema_version":"1.0","source":{"id":"2305.17246","kind":"arxiv","version":2}},"canonical_sha256":"3ef3dc4517c410043944a7ef6f5c3e4ef2c5acc0c0a49d3cc38a132c7a363740","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3ef3dc4517c410043944a7ef6f5c3e4ef2c5acc0c0a49d3cc38a132c7a363740","first_computed_at":"2026-07-05T06:42:22.190484Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:42:22.190484Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"e+KSBo/OsT8/+XHBzDVg2Z9Bi0K3mo0CWHoHh2c5QB0NiKTvs+VIr86rMtyI/34wyAipZx/574WO6KI1mPs7DQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:42:22.190906Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.17246","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fe07c9b0ceb50542e69d34ecded545c57eb09e7f25bb96734ea9c28fa8fa9326","sha256:f0e93b3aec0c35ab50914d374e4411eafcd956585b8dd8cf88cd39c58351abe7"],"state_sha256":"222a5e06b0b27547ee6886045ec860476e91f12678614ba92e6e086c46f5b3c7"}