{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:EQSH24MEVHYRWGCZKIBV5AVMHT","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":"92bf209330792a66990374617119bf6d1c8f36f704c70502b0908d4b44efb8ce","cross_cats_sorted":["cs.CR","cs.GT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2018-12-23T05:16:23Z","title_canon_sha256":"bcd85b9176c53cc694b241f01df3c33ca797e7b7f9ab88c07201a86565046aca"},"schema_version":"1.0","source":{"id":"1812.09660","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1812.09660","created_at":"2026-05-17T23:52:26Z"},{"alias_kind":"arxiv_version","alias_value":"1812.09660v2","created_at":"2026-05-17T23:52:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1812.09660","created_at":"2026-05-17T23:52:26Z"},{"alias_kind":"pith_short_12","alias_value":"EQSH24MEVHYR","created_at":"2026-05-18T12:32:22Z"},{"alias_kind":"pith_short_16","alias_value":"EQSH24MEVHYRWGCZ","created_at":"2026-05-18T12:32:22Z"},{"alias_kind":"pith_short_8","alias_value":"EQSH24ME","created_at":"2026-05-18T12:32:22Z"}],"graph_snapshots":[{"event_id":"sha256:d0d6d6cbd97a8c5e4fed1e628eb111823505e18e96dd4089922d61f5afe0d82f","target":"graph","created_at":"2026-05-17T23:52:26Z","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"},"paper":{"abstract_excerpt":"The processing and storage of critical data in large-scale cloud networks necessitate the need for scalable security solutions. It has been shown that deploying all possible security measures incurs a cost on performance by using up valuable computing and networking resources which are the primary selling points for cloud service providers. Thus, there has been a recent interest in developing Moving Target Defense (MTD) mechanisms that helps one optimize the joint objective of maximizing security while ensuring that the impact on performance is minimized. Often, these techniques model the prob","authors_text":"Ankur Chowdhary, Dijiang Huang, Sailik Sengupta, Subbarao Kambhampati","cross_cats":["cs.CR","cs.GT"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2018-12-23T05:16:23Z","title":"Markov Game Modeling of Moving Target Defense for Strategic Detection of Threats in Cloud Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1812.09660","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:b1c94faf693fe84cc57894f45539a347b76aad192654c9acd4d2a8b8c07d8a8d","target":"record","created_at":"2026-05-17T23:52:26Z","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":"92bf209330792a66990374617119bf6d1c8f36f704c70502b0908d4b44efb8ce","cross_cats_sorted":["cs.CR","cs.GT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2018-12-23T05:16:23Z","title_canon_sha256":"bcd85b9176c53cc694b241f01df3c33ca797e7b7f9ab88c07201a86565046aca"},"schema_version":"1.0","source":{"id":"1812.09660","kind":"arxiv","version":2}},"canonical_sha256":"24247d7184a9f11b185952035e82ac3cc5fefba1c7f1dba79ab94437dc582a78","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"24247d7184a9f11b185952035e82ac3cc5fefba1c7f1dba79ab94437dc582a78","first_computed_at":"2026-05-17T23:52:26.868023Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:52:26.868023Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MgNc2goHBwLJpS7o2OoCpnyqfqrE8BTvrh6NRKU9p+v3RJ4HZDYA3MIuhg8t9DhI2KHjCRS58MQ4p1d4yQNhAA==","signature_status":"signed_v1","signed_at":"2026-05-17T23:52:26.868547Z","signed_message":"canonical_sha256_bytes"},"source_id":"1812.09660","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b1c94faf693fe84cc57894f45539a347b76aad192654c9acd4d2a8b8c07d8a8d","sha256:d0d6d6cbd97a8c5e4fed1e628eb111823505e18e96dd4089922d61f5afe0d82f"],"state_sha256":"c5db79f4e4fa3c944c139eea3038c26da8f8e9874641c75265787385b2c35536"}