{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:S3H7ZJY7OHH3TEYQR5AJFX7EKR","short_pith_number":"pith:S3H7ZJY7","canonical_record":{"source":{"id":"2202.02298","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2022-02-04T18:33:14Z","cross_cats_sorted":["cs.SE"],"title_canon_sha256":"3e21a054647ba1d71e73ee849b100bf0c976ebd0ea7289f02106e1d7b9d7c745","abstract_canon_sha256":"0fc63f328d6bdef0741cd9d96350d6c4525973d3c0e366ae9753e15a0016f15e"},"schema_version":"1.0"},"canonical_sha256":"96cffca71f71cfb993108f4092dfe4545fab4d883ec123c2b28b4154cbc2b5a0","source":{"kind":"arxiv","id":"2202.02298","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2202.02298","created_at":"2026-07-05T03:54:10Z"},{"alias_kind":"arxiv_version","alias_value":"2202.02298v1","created_at":"2026-07-05T03:54:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2202.02298","created_at":"2026-07-05T03:54:10Z"},{"alias_kind":"pith_short_12","alias_value":"S3H7ZJY7OHH3","created_at":"2026-07-05T03:54:10Z"},{"alias_kind":"pith_short_16","alias_value":"S3H7ZJY7OHH3TEYQ","created_at":"2026-07-05T03:54:10Z"},{"alias_kind":"pith_short_8","alias_value":"S3H7ZJY7","created_at":"2026-07-05T03:54:10Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:S3H7ZJY7OHH3TEYQR5AJFX7EKR","target":"record","payload":{"canonical_record":{"source":{"id":"2202.02298","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2022-02-04T18:33:14Z","cross_cats_sorted":["cs.SE"],"title_canon_sha256":"3e21a054647ba1d71e73ee849b100bf0c976ebd0ea7289f02106e1d7b9d7c745","abstract_canon_sha256":"0fc63f328d6bdef0741cd9d96350d6c4525973d3c0e366ae9753e15a0016f15e"},"schema_version":"1.0"},"canonical_sha256":"96cffca71f71cfb993108f4092dfe4545fab4d883ec123c2b28b4154cbc2b5a0","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T03:54:10.397265Z","signature_b64":"hdtbq3yUT84QHj0nMYcVZQiNd3A3ab+/PCZ5fqk14VF8RHthEfAnNhA8sSdw9sk6r+tpYXJFNksuRsnuRw1LCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"96cffca71f71cfb993108f4092dfe4545fab4d883ec123c2b28b4154cbc2b5a0","last_reissued_at":"2026-07-05T03:54:10.396868Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T03:54:10.396868Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2202.02298","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":"2026-07-05T03:54:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Wx7pdz+/UbfIhfPcDnW8Hv0j2SfFd9FYH0ci6XF57OKjLUPMUOH8cY7uEmyye876TqLt3oOruYRJ4EkaZEh+Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-08T02:20:44.962622Z"},"content_sha256":"482bfc6ef64c89a4b053b52f271383cda6659a2ff6841bfdbde3175316a23dde","schema_version":"1.0","event_id":"sha256:482bfc6ef64c89a4b053b52f271383cda6659a2ff6841bfdbde3175316a23dde"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:S3H7ZJY7OHH3TEYQR5AJFX7EKR","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Towards a consistent interpretation of AIOps models","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.SE"],"primary_cat":"cs.LG","authors_text":"Boyuan Chen, Dayi Lin, Gopi Krishnan Rajbahadur, Yingzhe Lyu, Zhen Ming (Jack) Jiang","submitted_at":"2022-02-04T18:33:14Z","abstract_excerpt":"Artificial Intelligence for IT Operations (AIOps) has been adopted in organizations in various tasks, including interpreting models to identify indicators of service failures. To avoid misleading practitioners, AIOps model interpretations should be consistent (i.e., different AIOps models on the same task agree with one another on feature importance). However, many AIOps studies violate established practices in the machine learning community when deriving interpretations, such as interpreting models with suboptimal performance, though the impact of such violations on the interpretation consist"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2202.02298","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2202.02298/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"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":"2026-07-05T03:54:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2uv9iNclAoed3Nm2YN7HPIVUpzF+9MGRrVR1FC4Ikf0HQwiTSZ6lDVprWRvXsyQu9ILua25u3xKy4HtPK20WCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-08T02:20:44.962995Z"},"content_sha256":"6e2ad4398c596fb493d46c146d10cd98b42699973de17011317330f7e77991e8","schema_version":"1.0","event_id":"sha256:6e2ad4398c596fb493d46c146d10cd98b42699973de17011317330f7e77991e8"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/S3H7ZJY7OHH3TEYQR5AJFX7EKR/bundle.json","state_url":"https://pith.science/pith/S3H7ZJY7OHH3TEYQR5AJFX7EKR/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/S3H7ZJY7OHH3TEYQR5AJFX7EKR/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":"2026-07-08T02:20:44Z","links":{"resolver":"https://pith.science/pith/S3H7ZJY7OHH3TEYQR5AJFX7EKR","bundle":"https://pith.science/pith/S3H7ZJY7OHH3TEYQR5AJFX7EKR/bundle.json","state":"https://pith.science/pith/S3H7ZJY7OHH3TEYQR5AJFX7EKR/state.json","well_known_bundle":"https://pith.science/.well-known/pith/S3H7ZJY7OHH3TEYQR5AJFX7EKR/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:S3H7ZJY7OHH3TEYQR5AJFX7EKR","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":"0fc63f328d6bdef0741cd9d96350d6c4525973d3c0e366ae9753e15a0016f15e","cross_cats_sorted":["cs.SE"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2022-02-04T18:33:14Z","title_canon_sha256":"3e21a054647ba1d71e73ee849b100bf0c976ebd0ea7289f02106e1d7b9d7c745"},"schema_version":"1.0","source":{"id":"2202.02298","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2202.02298","created_at":"2026-07-05T03:54:10Z"},{"alias_kind":"arxiv_version","alias_value":"2202.02298v1","created_at":"2026-07-05T03:54:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2202.02298","created_at":"2026-07-05T03:54:10Z"},{"alias_kind":"pith_short_12","alias_value":"S3H7ZJY7OHH3","created_at":"2026-07-05T03:54:10Z"},{"alias_kind":"pith_short_16","alias_value":"S3H7ZJY7OHH3TEYQ","created_at":"2026-07-05T03:54:10Z"},{"alias_kind":"pith_short_8","alias_value":"S3H7ZJY7","created_at":"2026-07-05T03:54:10Z"}],"graph_snapshots":[{"event_id":"sha256:6e2ad4398c596fb493d46c146d10cd98b42699973de17011317330f7e77991e8","target":"graph","created_at":"2026-07-05T03:54:10Z","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/2202.02298/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Artificial Intelligence for IT Operations (AIOps) has been adopted in organizations in various tasks, including interpreting models to identify indicators of service failures. To avoid misleading practitioners, AIOps model interpretations should be consistent (i.e., different AIOps models on the same task agree with one another on feature importance). However, many AIOps studies violate established practices in the machine learning community when deriving interpretations, such as interpreting models with suboptimal performance, though the impact of such violations on the interpretation consist","authors_text":"Boyuan Chen, Dayi Lin, Gopi Krishnan Rajbahadur, Yingzhe Lyu, Zhen Ming (Jack) Jiang","cross_cats":["cs.SE"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2022-02-04T18:33:14Z","title":"Towards a consistent interpretation of AIOps models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2202.02298","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":"sha256:482bfc6ef64c89a4b053b52f271383cda6659a2ff6841bfdbde3175316a23dde","target":"record","created_at":"2026-07-05T03:54:10Z","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":"0fc63f328d6bdef0741cd9d96350d6c4525973d3c0e366ae9753e15a0016f15e","cross_cats_sorted":["cs.SE"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2022-02-04T18:33:14Z","title_canon_sha256":"3e21a054647ba1d71e73ee849b100bf0c976ebd0ea7289f02106e1d7b9d7c745"},"schema_version":"1.0","source":{"id":"2202.02298","kind":"arxiv","version":1}},"canonical_sha256":"96cffca71f71cfb993108f4092dfe4545fab4d883ec123c2b28b4154cbc2b5a0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"96cffca71f71cfb993108f4092dfe4545fab4d883ec123c2b28b4154cbc2b5a0","first_computed_at":"2026-07-05T03:54:10.396868Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:54:10.396868Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hdtbq3yUT84QHj0nMYcVZQiNd3A3ab+/PCZ5fqk14VF8RHthEfAnNhA8sSdw9sk6r+tpYXJFNksuRsnuRw1LCw==","signature_status":"signed_v1","signed_at":"2026-07-05T03:54:10.397265Z","signed_message":"canonical_sha256_bytes"},"source_id":"2202.02298","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:482bfc6ef64c89a4b053b52f271383cda6659a2ff6841bfdbde3175316a23dde","sha256:6e2ad4398c596fb493d46c146d10cd98b42699973de17011317330f7e77991e8"],"state_sha256":"44ed179b68e4edc8b31be018d3b1f9b798e82c41ca63736420144aab5f54eead"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jfWHbhLJEe0kUY5C0RSg+7LvGlehaslIq/FxY/f7/wiyOiJ41y68G9lcpzvktuVIo0HKeK5GLtrirfNLpf+7BQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-08T02:20:44.965308Z","bundle_sha256":"cf6bf9dff5282871df9ab246be586cfa80ed4d1b70f17d2436f25e44b7741362"}}