{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:GTGRD4CG34565K6EYCRGLFMBWL","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":"a2bbb0440ad06c7ea0c4a27cb8132012440259bcf13736bd583ec8b11859f08c","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-02-27T19:55:44Z","title_canon_sha256":"f6372d489ad018b44dd5a80c47d6d8d2c2badb6afecef9f16bf12d5546b18f12"},"schema_version":"1.0","source":{"id":"1902.10755","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1902.10755","created_at":"2026-05-17T23:52:21Z"},{"alias_kind":"arxiv_version","alias_value":"1902.10755v2","created_at":"2026-05-17T23:52:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1902.10755","created_at":"2026-05-17T23:52:21Z"},{"alias_kind":"pith_short_12","alias_value":"GTGRD4CG3456","created_at":"2026-05-18T12:33:18Z"},{"alias_kind":"pith_short_16","alias_value":"GTGRD4CG34565K6E","created_at":"2026-05-18T12:33:18Z"},{"alias_kind":"pith_short_8","alias_value":"GTGRD4CG","created_at":"2026-05-18T12:33:18Z"}],"graph_snapshots":[{"event_id":"sha256:3cd170ca32eadc960ac7fe9de85643228c47080c659fce9a64cda2d7b1da9d4a","target":"graph","created_at":"2026-05-17T23:52:21Z","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":"Time series classification models have been garnering significant importance in the research community. However, not much research has been done on generating adversarial samples for these models. These adversarial samples can become a security concern. In this paper, we propose utilizing an adversarial transformation network (ATN) on a distilled model to attack various time series classification models. The proposed attack on the classification model utilizes a distilled model as a surrogate that mimics the behavior of the attacked classical time series classification models. Our proposed met","authors_text":"Fazle Karim, Houshang Darabi, Somshubra Majumdar","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-02-27T19:55:44Z","title":"Adversarial Attacks on Time Series"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1902.10755","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":"sha256:5f9522e73c023e48148ae024df36a110c7aded0cf1cbe9b93ff0754b32c1916f","target":"record","created_at":"2026-05-17T23:52:21Z","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":"a2bbb0440ad06c7ea0c4a27cb8132012440259bcf13736bd583ec8b11859f08c","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-02-27T19:55:44Z","title_canon_sha256":"f6372d489ad018b44dd5a80c47d6d8d2c2badb6afecef9f16bf12d5546b18f12"},"schema_version":"1.0","source":{"id":"1902.10755","kind":"arxiv","version":2}},"canonical_sha256":"34cd11f046df3beeabc4c0a2659581b2e494861e361920064f7af8dddedbc473","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"34cd11f046df3beeabc4c0a2659581b2e494861e361920064f7af8dddedbc473","first_computed_at":"2026-05-17T23:52:21.261677Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:52:21.261677Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"mxD8+6vxkJ7Gqop37vpxpCJFgCMUWaQ2kHVHIssi3XlK8cyP5cEHKwgunQKC1LBjZqAeLHAFeB1mxCJDDQdVBw==","signature_status":"signed_v1","signed_at":"2026-05-17T23:52:21.262488Z","signed_message":"canonical_sha256_bytes"},"source_id":"1902.10755","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5f9522e73c023e48148ae024df36a110c7aded0cf1cbe9b93ff0754b32c1916f","sha256:3cd170ca32eadc960ac7fe9de85643228c47080c659fce9a64cda2d7b1da9d4a"],"state_sha256":"de3b3a96fd39baf9ae9b9a5ab0fdb92d31bf250a43c1f02056a304871738cad6"}