{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:IGJQT3BBNJRWRH3BNTQBIBASNK","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":"485986e61d2433ab917c117c6b0869e37a08ed37b7526fd2a81c94bf52a04f39","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-08-03T07:41:55Z","title_canon_sha256":"af9758a0e2014937a1e1316e7252e9436a7529fd4fc5ed2188d6b357e3369086"},"schema_version":"1.0","source":{"id":"1708.01035","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1708.01035","created_at":"2026-05-18T00:38:40Z"},{"alias_kind":"arxiv_version","alias_value":"1708.01035v1","created_at":"2026-05-18T00:38:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1708.01035","created_at":"2026-05-18T00:38:40Z"},{"alias_kind":"pith_short_12","alias_value":"IGJQT3BBNJRW","created_at":"2026-05-18T12:31:21Z"},{"alias_kind":"pith_short_16","alias_value":"IGJQT3BBNJRWRH3B","created_at":"2026-05-18T12:31:21Z"},{"alias_kind":"pith_short_8","alias_value":"IGJQT3BB","created_at":"2026-05-18T12:31:21Z"}],"graph_snapshots":[{"event_id":"sha256:472cf0056eb52419f7eeb8b85d22d52e0367052c2c8959b4640bd68a791071a6","target":"graph","created_at":"2026-05-18T00:38:40Z","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":"We study a novel outlier detection problem that aims to identify abnormal input-output associations in data, whose instances consist of multi-dimensional input (context) and output (responses) pairs. We present our approach that works by analyzing data in the conditional (input--output) relation space, captured by a decomposable probabilistic model. Experimental results demonstrate the ability of our approach in identifying multivariate conditional outliers.","authors_text":"Charmgil Hong, Milos Hauskrecht, Siqi Liu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-08-03T07:41:55Z","title":"Detection of Abnormal Input-Output Associations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1708.01035","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":"sha256:7d7a73ef10632bbc8558a8301166fc8e6dfd0173c6e2ba82bba706e4b72c714a","target":"record","created_at":"2026-05-18T00:38:40Z","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":"485986e61d2433ab917c117c6b0869e37a08ed37b7526fd2a81c94bf52a04f39","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-08-03T07:41:55Z","title_canon_sha256":"af9758a0e2014937a1e1316e7252e9436a7529fd4fc5ed2188d6b357e3369086"},"schema_version":"1.0","source":{"id":"1708.01035","kind":"arxiv","version":1}},"canonical_sha256":"419309ec216a63689f616ce01404126a8b0867720fad0e431a24e111a1078bce","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"419309ec216a63689f616ce01404126a8b0867720fad0e431a24e111a1078bce","first_computed_at":"2026-05-18T00:38:40.773642Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:38:40.773642Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hoeKccy+DoXZLAhWGF6XLrcCEIjWxhts+j2bzX4Hf/0PjnhwYo+//ihgEOqKfBIZNSELOQr5fB4bIYuftnzbDA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:38:40.774036Z","signed_message":"canonical_sha256_bytes"},"source_id":"1708.01035","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7d7a73ef10632bbc8558a8301166fc8e6dfd0173c6e2ba82bba706e4b72c714a","sha256:472cf0056eb52419f7eeb8b85d22d52e0367052c2c8959b4640bd68a791071a6"],"state_sha256":"ff135087ecc62949cfe3f368e5db87f072348407d3f581059fec259875109d27"}