{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2017:MPSKOXEJPYKRX74TLB3A4VXEZE","short_pith_number":"pith:MPSKOXEJ","canonical_record":{"source":{"id":"1710.04677","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-10-12T18:10:14Z","cross_cats_sorted":["cs.GT"],"title_canon_sha256":"5a4b1e9eb8f3ff2b18d3ec78587af1d8f4400f46c4ebcc05ecdbd43e8a94d01d","abstract_canon_sha256":"c198df079ee6b4057eb5c067e0b2ac8aefcd3035034a5c14c386780f3d5de2e4"},"schema_version":"1.0"},"canonical_sha256":"63e4a75c897e151bff9358760e56e4c92ebfe2d732d8aca6e8546fcce2c73134","source":{"kind":"arxiv","id":"1710.04677","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1710.04677","created_at":"2026-05-18T00:32:57Z"},{"alias_kind":"arxiv_version","alias_value":"1710.04677v1","created_at":"2026-05-18T00:32:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1710.04677","created_at":"2026-05-18T00:32:57Z"},{"alias_kind":"pith_short_12","alias_value":"MPSKOXEJPYKR","created_at":"2026-05-18T12:31:31Z"},{"alias_kind":"pith_short_16","alias_value":"MPSKOXEJPYKRX74T","created_at":"2026-05-18T12:31:31Z"},{"alias_kind":"pith_short_8","alias_value":"MPSKOXEJ","created_at":"2026-05-18T12:31:31Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2017:MPSKOXEJPYKRX74TLB3A4VXEZE","target":"record","payload":{"canonical_record":{"source":{"id":"1710.04677","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-10-12T18:10:14Z","cross_cats_sorted":["cs.GT"],"title_canon_sha256":"5a4b1e9eb8f3ff2b18d3ec78587af1d8f4400f46c4ebcc05ecdbd43e8a94d01d","abstract_canon_sha256":"c198df079ee6b4057eb5c067e0b2ac8aefcd3035034a5c14c386780f3d5de2e4"},"schema_version":"1.0"},"canonical_sha256":"63e4a75c897e151bff9358760e56e4c92ebfe2d732d8aca6e8546fcce2c73134","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:32:57.047173Z","signature_b64":"H+WHCT4tT7KkZkWL40Blczv5v7vu9od4lwMcVlfh+7zadTuLVjxvUfuOtY+Ztsp3OLkpWb2J3qYwdY7tEqy/CA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"63e4a75c897e151bff9358760e56e4c92ebfe2d732d8aca6e8546fcce2c73134","last_reissued_at":"2026-05-18T00:32:57.046535Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:32:57.046535Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1710.04677","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":"2026-05-18T00:32:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+JsESkXdxGG1Ww1u1zgOF1MposiOItX5EhV+ESLcEgD6ohWeD3+zQG7Ke426QOlUKvq1iRr+uqNOE7dPE9EOCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-06T07:48:18.698559Z"},"content_sha256":"053213aac54bcca328c7f643f96d0fd7b3d0f258eb1942b4e23cc4c16ce4b349","schema_version":"1.0","event_id":"sha256:053213aac54bcca328c7f643f96d0fd7b3d0f258eb1942b4e23cc4c16ce4b349"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2017:MPSKOXEJPYKRX74TLB3A4VXEZE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Game-Theoretic Design of Secure and Resilient Distributed Support Vector Machines with Adversaries","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.GT"],"primary_cat":"stat.ML","authors_text":"Quanyan Zhu, Rui Zhang","submitted_at":"2017-10-12T18:10:14Z","abstract_excerpt":"With a large number of sensors and control units in networked systems, distributed support vector machines (DSVMs) play a fundamental role in scalable and efficient multi-sensor classification and prediction tasks. However, DSVMs are vulnerable to adversaries who can modify and generate data to deceive the system to misclassification and misprediction. This work aims to design defense strategies for DSVM learner against a potential adversary. We establish a game-theoretic framework to capture the conflicting interests between the DSVM learner and the attacker. The Nash equilibrium of the game "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1710.04677","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":""},"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":"2026-05-18T00:32:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LF50XDtbckVkM7oF57fvOAQob0idm8n3s4JeHChIR9e8fX/4dcMh8W202JanoRVlFUpPh+n1IOBem75tDx1GDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-06T07:48:18.699225Z"},"content_sha256":"87595034a14c753dbd2858820eb6b14dbe39b7c4cabf4120133d96b244898687","schema_version":"1.0","event_id":"sha256:87595034a14c753dbd2858820eb6b14dbe39b7c4cabf4120133d96b244898687"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/MPSKOXEJPYKRX74TLB3A4VXEZE/bundle.json","state_url":"https://pith.science/pith/MPSKOXEJPYKRX74TLB3A4VXEZE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/MPSKOXEJPYKRX74TLB3A4VXEZE/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":"2026-06-06T07:48:18Z","links":{"resolver":"https://pith.science/pith/MPSKOXEJPYKRX74TLB3A4VXEZE","bundle":"https://pith.science/pith/MPSKOXEJPYKRX74TLB3A4VXEZE/bundle.json","state":"https://pith.science/pith/MPSKOXEJPYKRX74TLB3A4VXEZE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/MPSKOXEJPYKRX74TLB3A4VXEZE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:MPSKOXEJPYKRX74TLB3A4VXEZE","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":"c198df079ee6b4057eb5c067e0b2ac8aefcd3035034a5c14c386780f3d5de2e4","cross_cats_sorted":["cs.GT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-10-12T18:10:14Z","title_canon_sha256":"5a4b1e9eb8f3ff2b18d3ec78587af1d8f4400f46c4ebcc05ecdbd43e8a94d01d"},"schema_version":"1.0","source":{"id":"1710.04677","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1710.04677","created_at":"2026-05-18T00:32:57Z"},{"alias_kind":"arxiv_version","alias_value":"1710.04677v1","created_at":"2026-05-18T00:32:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1710.04677","created_at":"2026-05-18T00:32:57Z"},{"alias_kind":"pith_short_12","alias_value":"MPSKOXEJPYKR","created_at":"2026-05-18T12:31:31Z"},{"alias_kind":"pith_short_16","alias_value":"MPSKOXEJPYKRX74T","created_at":"2026-05-18T12:31:31Z"},{"alias_kind":"pith_short_8","alias_value":"MPSKOXEJ","created_at":"2026-05-18T12:31:31Z"}],"graph_snapshots":[{"event_id":"sha256:87595034a14c753dbd2858820eb6b14dbe39b7c4cabf4120133d96b244898687","target":"graph","created_at":"2026-05-18T00:32:57Z","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":"With a large number of sensors and control units in networked systems, distributed support vector machines (DSVMs) play a fundamental role in scalable and efficient multi-sensor classification and prediction tasks. However, DSVMs are vulnerable to adversaries who can modify and generate data to deceive the system to misclassification and misprediction. This work aims to design defense strategies for DSVM learner against a potential adversary. We establish a game-theoretic framework to capture the conflicting interests between the DSVM learner and the attacker. The Nash equilibrium of the game ","authors_text":"Quanyan Zhu, Rui Zhang","cross_cats":["cs.GT"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-10-12T18:10:14Z","title":"Game-Theoretic Design of Secure and Resilient Distributed Support Vector Machines with Adversaries"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1710.04677","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":"sha256:053213aac54bcca328c7f643f96d0fd7b3d0f258eb1942b4e23cc4c16ce4b349","target":"record","created_at":"2026-05-18T00:32:57Z","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":"c198df079ee6b4057eb5c067e0b2ac8aefcd3035034a5c14c386780f3d5de2e4","cross_cats_sorted":["cs.GT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-10-12T18:10:14Z","title_canon_sha256":"5a4b1e9eb8f3ff2b18d3ec78587af1d8f4400f46c4ebcc05ecdbd43e8a94d01d"},"schema_version":"1.0","source":{"id":"1710.04677","kind":"arxiv","version":1}},"canonical_sha256":"63e4a75c897e151bff9358760e56e4c92ebfe2d732d8aca6e8546fcce2c73134","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"63e4a75c897e151bff9358760e56e4c92ebfe2d732d8aca6e8546fcce2c73134","first_computed_at":"2026-05-18T00:32:57.046535Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:32:57.046535Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"H+WHCT4tT7KkZkWL40Blczv5v7vu9od4lwMcVlfh+7zadTuLVjxvUfuOtY+Ztsp3OLkpWb2J3qYwdY7tEqy/CA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:32:57.047173Z","signed_message":"canonical_sha256_bytes"},"source_id":"1710.04677","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:053213aac54bcca328c7f643f96d0fd7b3d0f258eb1942b4e23cc4c16ce4b349","sha256:87595034a14c753dbd2858820eb6b14dbe39b7c4cabf4120133d96b244898687"],"state_sha256":"08474d0560c8e8b99d8d7e5c142c1b3dcb2727359c86310135f98d7694194beb"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5hvNadd+v5x/wbn3AoR8e9vJoXjZ+PTcvZ+ILqYcgiKVQoz/m5pBlWPRVfcw32fXen960GgwgvIZjcVJTJNdCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-06T07:48:18.703992Z","bundle_sha256":"575db26cad8d7b6e5e0ba88286320114e7452f055d4527e993aac83d7de7feed"}}