{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:TRIWRYW4ZZHJZBSS2RNQ6SFFM7","short_pith_number":"pith:TRIWRYW4","canonical_record":{"source":{"id":"2207.14526","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-29T07:46:11Z","cross_cats_sorted":[],"title_canon_sha256":"3180a09f6b31a9e3cda1cc8f680cdfe73426b92fd3a25d99fda66ca89dddb717","abstract_canon_sha256":"6a7e0c15e9d1141d0fad80efb1e8c1c53872e5c1b4aade319e16db89f5a44271"},"schema_version":"1.0"},"canonical_sha256":"9c5168e2dcce4e9c8652d45b0f48a567dbfe56540743b85ec5f23f434d64ffd8","source":{"kind":"arxiv","id":"2207.14526","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.14526","created_at":"2026-07-05T05:04:30Z"},{"alias_kind":"arxiv_version","alias_value":"2207.14526v2","created_at":"2026-07-05T05:04:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.14526","created_at":"2026-07-05T05:04:30Z"},{"alias_kind":"pith_short_12","alias_value":"TRIWRYW4ZZHJ","created_at":"2026-07-05T05:04:30Z"},{"alias_kind":"pith_short_16","alias_value":"TRIWRYW4ZZHJZBSS","created_at":"2026-07-05T05:04:30Z"},{"alias_kind":"pith_short_8","alias_value":"TRIWRYW4","created_at":"2026-07-05T05:04:30Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:TRIWRYW4ZZHJZBSS2RNQ6SFFM7","target":"record","payload":{"canonical_record":{"source":{"id":"2207.14526","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-29T07:46:11Z","cross_cats_sorted":[],"title_canon_sha256":"3180a09f6b31a9e3cda1cc8f680cdfe73426b92fd3a25d99fda66ca89dddb717","abstract_canon_sha256":"6a7e0c15e9d1141d0fad80efb1e8c1c53872e5c1b4aade319e16db89f5a44271"},"schema_version":"1.0"},"canonical_sha256":"9c5168e2dcce4e9c8652d45b0f48a567dbfe56540743b85ec5f23f434d64ffd8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:04:30.504238Z","signature_b64":"ImgPVWVrc4zyiDf8qthaJ7gXck2/qhKC4unI279a8sPIg0kYbt5nH7/0o0zVdcL4a7PJMVmDTEJNq7ldjLogAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9c5168e2dcce4e9c8652d45b0f48a567dbfe56540743b85ec5f23f434d64ffd8","last_reissued_at":"2026-07-05T05:04:30.503815Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:04:30.503815Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2207.14526","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T05:04:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"nicHdfAJnxYiUNXvrIp0XYaexRjcHAu0qODKLgX76k8CaoyV2r7mRampdBiQgmxG1i5cc49yg0R9d0w+vwlwBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T21:01:48.506980Z"},"content_sha256":"d779a294756e7017d0db8c78124331c356fb85a7e7d07c628acef44302eab93f","schema_version":"1.0","event_id":"sha256:d779a294756e7017d0db8c78124331c356fb85a7e7d07c628acef44302eab93f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:TRIWRYW4ZZHJZBSS2RNQ6SFFM7","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Leveraging Explanations in Interactive Machine Learning: An Overview","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Elizabeth Daly, \\\"Oznur Alkan, Stefano Teso, Wolfang Stammer","submitted_at":"2022-07-29T07:46:11Z","abstract_excerpt":"Explanations have gained an increasing level of interest in the AI and Machine Learning (ML) communities in order to improve model transparency and allow users to form a mental model of a trained ML model. However, explanations can go beyond this one way communication as a mechanism to elicit user control, because once users understand, they can then provide feedback. The goal of this paper is to present an overview of research where explanations are combined with interactive capabilities as a mean to learn new models from scratch and to edit and debug existing ones. To this end, we draw a con"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.14526","kind":"arxiv","version":2},"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/2207.14526/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":"2026-07-05T05:04:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"dyV37sXR0WocqXuKuzy/AxReEJAy1EvAQh75uGbMRMERL7gq5+ve2AzRmrSGTHuBD1IHZTxStGhVwyyCevaBCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T21:01:48.507504Z"},"content_sha256":"5015d177f2c4f3f25c2e7147cfe2a5f6e45da905e207fb771daa71ed2eadc5a8","schema_version":"1.0","event_id":"sha256:5015d177f2c4f3f25c2e7147cfe2a5f6e45da905e207fb771daa71ed2eadc5a8"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/TRIWRYW4ZZHJZBSS2RNQ6SFFM7/bundle.json","state_url":"https://pith.science/pith/TRIWRYW4ZZHJZBSS2RNQ6SFFM7/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/TRIWRYW4ZZHJZBSS2RNQ6SFFM7/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":"2026-08-09T21:01:48Z","links":{"resolver":"https://pith.science/pith/TRIWRYW4ZZHJZBSS2RNQ6SFFM7","bundle":"https://pith.science/pith/TRIWRYW4ZZHJZBSS2RNQ6SFFM7/bundle.json","state":"https://pith.science/pith/TRIWRYW4ZZHJZBSS2RNQ6SFFM7/state.json","well_known_bundle":"https://pith.science/.well-known/pith/TRIWRYW4ZZHJZBSS2RNQ6SFFM7/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:TRIWRYW4ZZHJZBSS2RNQ6SFFM7","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":"6a7e0c15e9d1141d0fad80efb1e8c1c53872e5c1b4aade319e16db89f5a44271","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-29T07:46:11Z","title_canon_sha256":"3180a09f6b31a9e3cda1cc8f680cdfe73426b92fd3a25d99fda66ca89dddb717"},"schema_version":"1.0","source":{"id":"2207.14526","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.14526","created_at":"2026-07-05T05:04:30Z"},{"alias_kind":"arxiv_version","alias_value":"2207.14526v2","created_at":"2026-07-05T05:04:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.14526","created_at":"2026-07-05T05:04:30Z"},{"alias_kind":"pith_short_12","alias_value":"TRIWRYW4ZZHJ","created_at":"2026-07-05T05:04:30Z"},{"alias_kind":"pith_short_16","alias_value":"TRIWRYW4ZZHJZBSS","created_at":"2026-07-05T05:04:30Z"},{"alias_kind":"pith_short_8","alias_value":"TRIWRYW4","created_at":"2026-07-05T05:04:30Z"}],"graph_snapshots":[{"event_id":"sha256:5015d177f2c4f3f25c2e7147cfe2a5f6e45da905e207fb771daa71ed2eadc5a8","target":"graph","created_at":"2026-07-05T05:04:30Z","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/2207.14526/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Explanations have gained an increasing level of interest in the AI and Machine Learning (ML) communities in order to improve model transparency and allow users to form a mental model of a trained ML model. However, explanations can go beyond this one way communication as a mechanism to elicit user control, because once users understand, they can then provide feedback. The goal of this paper is to present an overview of research where explanations are combined with interactive capabilities as a mean to learn new models from scratch and to edit and debug existing ones. To this end, we draw a con","authors_text":"Elizabeth Daly, \\\"Oznur Alkan, Stefano Teso, Wolfang Stammer","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-29T07:46:11Z","title":"Leveraging Explanations in Interactive Machine Learning: An Overview"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.14526","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:d779a294756e7017d0db8c78124331c356fb85a7e7d07c628acef44302eab93f","target":"record","created_at":"2026-07-05T05:04:30Z","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":"6a7e0c15e9d1141d0fad80efb1e8c1c53872e5c1b4aade319e16db89f5a44271","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-29T07:46:11Z","title_canon_sha256":"3180a09f6b31a9e3cda1cc8f680cdfe73426b92fd3a25d99fda66ca89dddb717"},"schema_version":"1.0","source":{"id":"2207.14526","kind":"arxiv","version":2}},"canonical_sha256":"9c5168e2dcce4e9c8652d45b0f48a567dbfe56540743b85ec5f23f434d64ffd8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9c5168e2dcce4e9c8652d45b0f48a567dbfe56540743b85ec5f23f434d64ffd8","first_computed_at":"2026-07-05T05:04:30.503815Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:04:30.503815Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ImgPVWVrc4zyiDf8qthaJ7gXck2/qhKC4unI279a8sPIg0kYbt5nH7/0o0zVdcL4a7PJMVmDTEJNq7ldjLogAg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:04:30.504238Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.14526","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d779a294756e7017d0db8c78124331c356fb85a7e7d07c628acef44302eab93f","sha256:5015d177f2c4f3f25c2e7147cfe2a5f6e45da905e207fb771daa71ed2eadc5a8"],"state_sha256":"a184a65d8b9ee33e214a3c0794d9367d3486f3267ba7b30726b8dec03169d566"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qRpbS7XXNUBG1ZDFhtJ6bVH1ZgtlMezi8VzTVa9HmAflydEdKfiFehG77irNh7wOZCtrEYNUvIcIkyk3PruQBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T21:01:48.511629Z","bundle_sha256":"47ea23bf04d207c2f672056ec42ebfa69f3c9ceede08cfcbdfd648860c94908a"}}