{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:4XMH6CLEUCR3L3ZGAZAJGZBSJP","short_pith_number":"pith:4XMH6CLE","canonical_record":{"source":{"id":"2310.02063","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-10-03T14:04:45Z","cross_cats_sorted":["cs.HC"],"title_canon_sha256":"30d24f5fb2081c5918aab82524513f233f5911b5e9c0f627e4f864a476a99c97","abstract_canon_sha256":"0b6dfa79ff548c601d920d9963adc53bb0aa9b772a0bedf0ed9ab3f71007fef3"},"schema_version":"1.0"},"canonical_sha256":"e5d87f0964a0a3b5ef2606409364324bd625b11331d788996a66d66b6671778a","source":{"kind":"arxiv","id":"2310.02063","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.02063","created_at":"2026-07-05T07:40:23Z"},{"alias_kind":"arxiv_version","alias_value":"2310.02063v2","created_at":"2026-07-05T07:40:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.02063","created_at":"2026-07-05T07:40:23Z"},{"alias_kind":"pith_short_12","alias_value":"4XMH6CLEUCR3","created_at":"2026-07-05T07:40:23Z"},{"alias_kind":"pith_short_16","alias_value":"4XMH6CLEUCR3L3ZG","created_at":"2026-07-05T07:40:23Z"},{"alias_kind":"pith_short_8","alias_value":"4XMH6CLE","created_at":"2026-07-05T07:40:23Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:4XMH6CLEUCR3L3ZGAZAJGZBSJP","target":"record","payload":{"canonical_record":{"source":{"id":"2310.02063","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-10-03T14:04:45Z","cross_cats_sorted":["cs.HC"],"title_canon_sha256":"30d24f5fb2081c5918aab82524513f233f5911b5e9c0f627e4f864a476a99c97","abstract_canon_sha256":"0b6dfa79ff548c601d920d9963adc53bb0aa9b772a0bedf0ed9ab3f71007fef3"},"schema_version":"1.0"},"canonical_sha256":"e5d87f0964a0a3b5ef2606409364324bd625b11331d788996a66d66b6671778a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:40:23.488532Z","signature_b64":"GTjdMNsI4QxjRlw9AxHF60XNACYhDNZUzfFuT779BjK9I+VAh8L5Ghz1+pFXEdTIVo63keG+VAGTgTT05cQLCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e5d87f0964a0a3b5ef2606409364324bd625b11331d788996a66d66b6671778a","last_reissued_at":"2026-07-05T07:40:23.488111Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:40:23.488111Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2310.02063","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":"2026-07-05T07:40:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"o7vcOTibTq6jugwQMhUdQLezRiq/vTebnijIXLdXYYMJNrL1CDqtZSyY/QHLDlh7osmCfYJ+l1hoPx/ygtr8Bw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T00:20:40.518129Z"},"content_sha256":"1532017a6114af701d9581abe514444125a0a74116fcc08d49e276cec28b8483","schema_version":"1.0","event_id":"sha256:1532017a6114af701d9581abe514444125a0a74116fcc08d49e276cec28b8483"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:4XMH6CLEUCR3L3ZGAZAJGZBSJP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Lessons Learned from EXMOS User Studies: A Technical Report Summarizing Key Takeaways from User Studies Conducted to Evaluate The EXMOS Platform","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.HC"],"primary_cat":"cs.LG","authors_text":"Aditya Bhattacharya, Gregor Stiglic, Katrien Verbert, Lucija Gosak, Simone Stumpf","submitted_at":"2023-10-03T14:04:45Z","abstract_excerpt":"In the realm of interactive machine-learning systems, the provision of explanations serves as a vital aid in the processes of debugging and enhancing prediction models. However, the extent to which various global model-centric and data-centric explanations can effectively assist domain experts in detecting and resolving potential data-related issues for the purpose of model improvement has remained largely unexplored. In this technical report, we summarise the key findings of our two user studies. Our research involved a comprehensive examination of the impact of global explanations rooted in "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.02063","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/2310.02063/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":"2026-07-05T07:40:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Kwcvj7PoDm9b2Epb3VVfLMSltopVvcchUn3pAVVYNcCuclYthVFzhBeeCaSoM07quilyBP2NSJi6+Ll2PsfLCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T00:20:40.518490Z"},"content_sha256":"95b52ccf13ba83f8439a2d6b8afde178d0a88d65e21cf6436bf9ceecfe31a40e","schema_version":"1.0","event_id":"sha256:95b52ccf13ba83f8439a2d6b8afde178d0a88d65e21cf6436bf9ceecfe31a40e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4XMH6CLEUCR3L3ZGAZAJGZBSJP/bundle.json","state_url":"https://pith.science/pith/4XMH6CLEUCR3L3ZGAZAJGZBSJP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4XMH6CLEUCR3L3ZGAZAJGZBSJP/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":"2026-08-15T00:20:40Z","links":{"resolver":"https://pith.science/pith/4XMH6CLEUCR3L3ZGAZAJGZBSJP","bundle":"https://pith.science/pith/4XMH6CLEUCR3L3ZGAZAJGZBSJP/bundle.json","state":"https://pith.science/pith/4XMH6CLEUCR3L3ZGAZAJGZBSJP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4XMH6CLEUCR3L3ZGAZAJGZBSJP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:4XMH6CLEUCR3L3ZGAZAJGZBSJP","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":"0b6dfa79ff548c601d920d9963adc53bb0aa9b772a0bedf0ed9ab3f71007fef3","cross_cats_sorted":["cs.HC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-10-03T14:04:45Z","title_canon_sha256":"30d24f5fb2081c5918aab82524513f233f5911b5e9c0f627e4f864a476a99c97"},"schema_version":"1.0","source":{"id":"2310.02063","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.02063","created_at":"2026-07-05T07:40:23Z"},{"alias_kind":"arxiv_version","alias_value":"2310.02063v2","created_at":"2026-07-05T07:40:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.02063","created_at":"2026-07-05T07:40:23Z"},{"alias_kind":"pith_short_12","alias_value":"4XMH6CLEUCR3","created_at":"2026-07-05T07:40:23Z"},{"alias_kind":"pith_short_16","alias_value":"4XMH6CLEUCR3L3ZG","created_at":"2026-07-05T07:40:23Z"},{"alias_kind":"pith_short_8","alias_value":"4XMH6CLE","created_at":"2026-07-05T07:40:23Z"}],"graph_snapshots":[{"event_id":"sha256:95b52ccf13ba83f8439a2d6b8afde178d0a88d65e21cf6436bf9ceecfe31a40e","target":"graph","created_at":"2026-07-05T07:40:23Z","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/2310.02063/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In the realm of interactive machine-learning systems, the provision of explanations serves as a vital aid in the processes of debugging and enhancing prediction models. However, the extent to which various global model-centric and data-centric explanations can effectively assist domain experts in detecting and resolving potential data-related issues for the purpose of model improvement has remained largely unexplored. In this technical report, we summarise the key findings of our two user studies. Our research involved a comprehensive examination of the impact of global explanations rooted in ","authors_text":"Aditya Bhattacharya, Gregor Stiglic, Katrien Verbert, Lucija Gosak, Simone Stumpf","cross_cats":["cs.HC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-10-03T14:04:45Z","title":"Lessons Learned from EXMOS User Studies: A Technical Report Summarizing Key Takeaways from User Studies Conducted to Evaluate The EXMOS Platform"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.02063","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":"sha256:1532017a6114af701d9581abe514444125a0a74116fcc08d49e276cec28b8483","target":"record","created_at":"2026-07-05T07:40:23Z","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":"0b6dfa79ff548c601d920d9963adc53bb0aa9b772a0bedf0ed9ab3f71007fef3","cross_cats_sorted":["cs.HC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-10-03T14:04:45Z","title_canon_sha256":"30d24f5fb2081c5918aab82524513f233f5911b5e9c0f627e4f864a476a99c97"},"schema_version":"1.0","source":{"id":"2310.02063","kind":"arxiv","version":2}},"canonical_sha256":"e5d87f0964a0a3b5ef2606409364324bd625b11331d788996a66d66b6671778a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e5d87f0964a0a3b5ef2606409364324bd625b11331d788996a66d66b6671778a","first_computed_at":"2026-07-05T07:40:23.488111Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:40:23.488111Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"GTjdMNsI4QxjRlw9AxHF60XNACYhDNZUzfFuT779BjK9I+VAh8L5Ghz1+pFXEdTIVo63keG+VAGTgTT05cQLCA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:40:23.488532Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.02063","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1532017a6114af701d9581abe514444125a0a74116fcc08d49e276cec28b8483","sha256:95b52ccf13ba83f8439a2d6b8afde178d0a88d65e21cf6436bf9ceecfe31a40e"],"state_sha256":"263cff55c1a0aaa013b1d0d029e3e7c7e9a835538ea10f9a3ca80cb37b036a8b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"p2OSTMsQ3hOvSFeRT3AlCnqe2viHuU2cyztSZYqntarXiLawa2OH0dZKjRiC6YViYtZZWGKoCETiK/kvRNoeAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T00:20:40.521858Z","bundle_sha256":"ddb9a6ae677bf2c09005d0b990ca3df313badb7e5fc5e36c7c2de388cce3abbf"}}