{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:PVQC73ECJHHKTWZHXUJ5HY5XEF","short_pith_number":"pith:PVQC73EC","canonical_record":{"source":{"id":"2306.05809","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.IR","submitted_at":"2023-06-09T10:48:04Z","cross_cats_sorted":["cs.AI","cs.CY","cs.HC"],"title_canon_sha256":"4f8608e4fc11a8375cd8394e0759f0a9e6a6a3db391d381b80b04f270530a477","abstract_canon_sha256":"8551b6045096884580ee58f365aa8a8fa850c0c809572b016b63eaa514ce2c69"},"schema_version":"1.0"},"canonical_sha256":"7d602fec8249cea9db27bd13d3e3b72172b1a55d1db19e0e2ad380104d5f2c24","source":{"kind":"arxiv","id":"2306.05809","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2306.05809","created_at":"2026-07-05T07:02:02Z"},{"alias_kind":"arxiv_version","alias_value":"2306.05809v3","created_at":"2026-07-05T07:02:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2306.05809","created_at":"2026-07-05T07:02:02Z"},{"alias_kind":"pith_short_12","alias_value":"PVQC73ECJHHK","created_at":"2026-07-05T07:02:02Z"},{"alias_kind":"pith_short_16","alias_value":"PVQC73ECJHHKTWZH","created_at":"2026-07-05T07:02:02Z"},{"alias_kind":"pith_short_8","alias_value":"PVQC73EC","created_at":"2026-07-05T07:02:02Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:PVQC73ECJHHKTWZHXUJ5HY5XEF","target":"record","payload":{"canonical_record":{"source":{"id":"2306.05809","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.IR","submitted_at":"2023-06-09T10:48:04Z","cross_cats_sorted":["cs.AI","cs.CY","cs.HC"],"title_canon_sha256":"4f8608e4fc11a8375cd8394e0759f0a9e6a6a3db391d381b80b04f270530a477","abstract_canon_sha256":"8551b6045096884580ee58f365aa8a8fa850c0c809572b016b63eaa514ce2c69"},"schema_version":"1.0"},"canonical_sha256":"7d602fec8249cea9db27bd13d3e3b72172b1a55d1db19e0e2ad380104d5f2c24","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:02:02.590883Z","signature_b64":"KHXmLDiObt7Bu35NFVHWrpB+kuvVFVRV0u8zExDeM+CCDD8jbul3EEs2f60fjhiat29yAw3twqz6GVXPpY3MAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7d602fec8249cea9db27bd13d3e3b72172b1a55d1db19e0e2ad380104d5f2c24","last_reissued_at":"2026-07-05T07:02:02.590319Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:02:02.590319Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2306.05809","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:02:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"a/VZWEAhWaasahhHQrDxjne/Sp95FCxLwKJ9P2Le7XjGCzJvxw9n3oGLCw/gXG1yE8CShC9ZOJ6TP1tYR8lbDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T14:03:44.956236Z"},"content_sha256":"46307ef0a9158dfcda1d85dd7158e2286485141bea9f05338ac68490ab165d40","schema_version":"1.0","event_id":"sha256:46307ef0a9158dfcda1d85dd7158e2286485141bea9f05338ac68490ab165d40"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:PVQC73ECJHHKTWZHXUJ5HY5XEF","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Interactive Explanation with Varying Level of Details in an Explainable Scientific Literature Recommender System","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.AI","cs.CY","cs.HC"],"primary_cat":"cs.IR","authors_text":"Clara Siepmann, Mohamed Amine Chatti, Mouadh Guesmi, Qurat Ul Ain, Rawaa Alatrash, Shoeb Joarder, Tannaz Vahidi","submitted_at":"2023-06-09T10:48:04Z","abstract_excerpt":"Explainable recommender systems (RS) have traditionally followed a one-size-fits-all approach, delivering the same explanation level of detail to each user, without considering their individual needs and goals. Further, explanations in RS have so far been presented mostly in a static and non-interactive manner. To fill these research gaps, we aim in this paper to adopt a user-centered, interactive explanation model that provides explanations with different levels of detail and empowers users to interact with, control, and personalize the explanations based on their needs and preferences. We fo"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2306.05809","kind":"arxiv","version":3},"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/2306.05809/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":"2026-07-05T07:02:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NZVHlssS3GVHvuUigJMqnA8RZBqAFPGERYTiLnoxtr2SaCgQu9ASrpUxPkxDa8Y0yvZLGvsqvTW+6zseVN4/DQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T14:03:44.956741Z"},"content_sha256":"34bdfe6a92d83f04982b623bebbabc008b039923862ece1dbca73f78621428ed","schema_version":"1.0","event_id":"sha256:34bdfe6a92d83f04982b623bebbabc008b039923862ece1dbca73f78621428ed"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/PVQC73ECJHHKTWZHXUJ5HY5XEF/bundle.json","state_url":"https://pith.science/pith/PVQC73ECJHHKTWZHXUJ5HY5XEF/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/PVQC73ECJHHKTWZHXUJ5HY5XEF/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":"2026-08-21T14:03:44Z","links":{"resolver":"https://pith.science/pith/PVQC73ECJHHKTWZHXUJ5HY5XEF","bundle":"https://pith.science/pith/PVQC73ECJHHKTWZHXUJ5HY5XEF/bundle.json","state":"https://pith.science/pith/PVQC73ECJHHKTWZHXUJ5HY5XEF/state.json","well_known_bundle":"https://pith.science/.well-known/pith/PVQC73ECJHHKTWZHXUJ5HY5XEF/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:PVQC73ECJHHKTWZHXUJ5HY5XEF","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":"8551b6045096884580ee58f365aa8a8fa850c0c809572b016b63eaa514ce2c69","cross_cats_sorted":["cs.AI","cs.CY","cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.IR","submitted_at":"2023-06-09T10:48:04Z","title_canon_sha256":"4f8608e4fc11a8375cd8394e0759f0a9e6a6a3db391d381b80b04f270530a477"},"schema_version":"1.0","source":{"id":"2306.05809","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2306.05809","created_at":"2026-07-05T07:02:02Z"},{"alias_kind":"arxiv_version","alias_value":"2306.05809v3","created_at":"2026-07-05T07:02:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2306.05809","created_at":"2026-07-05T07:02:02Z"},{"alias_kind":"pith_short_12","alias_value":"PVQC73ECJHHK","created_at":"2026-07-05T07:02:02Z"},{"alias_kind":"pith_short_16","alias_value":"PVQC73ECJHHKTWZH","created_at":"2026-07-05T07:02:02Z"},{"alias_kind":"pith_short_8","alias_value":"PVQC73EC","created_at":"2026-07-05T07:02:02Z"}],"graph_snapshots":[{"event_id":"sha256:34bdfe6a92d83f04982b623bebbabc008b039923862ece1dbca73f78621428ed","target":"graph","created_at":"2026-07-05T07:02:02Z","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/2306.05809/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Explainable recommender systems (RS) have traditionally followed a one-size-fits-all approach, delivering the same explanation level of detail to each user, without considering their individual needs and goals. Further, explanations in RS have so far been presented mostly in a static and non-interactive manner. To fill these research gaps, we aim in this paper to adopt a user-centered, interactive explanation model that provides explanations with different levels of detail and empowers users to interact with, control, and personalize the explanations based on their needs and preferences. We fo","authors_text":"Clara Siepmann, Mohamed Amine Chatti, Mouadh Guesmi, Qurat Ul Ain, Rawaa Alatrash, Shoeb Joarder, Tannaz Vahidi","cross_cats":["cs.AI","cs.CY","cs.HC"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.IR","submitted_at":"2023-06-09T10:48:04Z","title":"Interactive Explanation with Varying Level of Details in an Explainable Scientific Literature Recommender System"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2306.05809","kind":"arxiv","version":3},"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":"sha256:46307ef0a9158dfcda1d85dd7158e2286485141bea9f05338ac68490ab165d40","target":"record","created_at":"2026-07-05T07:02:02Z","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":"8551b6045096884580ee58f365aa8a8fa850c0c809572b016b63eaa514ce2c69","cross_cats_sorted":["cs.AI","cs.CY","cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.IR","submitted_at":"2023-06-09T10:48:04Z","title_canon_sha256":"4f8608e4fc11a8375cd8394e0759f0a9e6a6a3db391d381b80b04f270530a477"},"schema_version":"1.0","source":{"id":"2306.05809","kind":"arxiv","version":3}},"canonical_sha256":"7d602fec8249cea9db27bd13d3e3b72172b1a55d1db19e0e2ad380104d5f2c24","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7d602fec8249cea9db27bd13d3e3b72172b1a55d1db19e0e2ad380104d5f2c24","first_computed_at":"2026-07-05T07:02:02.590319Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:02:02.590319Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"KHXmLDiObt7Bu35NFVHWrpB+kuvVFVRV0u8zExDeM+CCDD8jbul3EEs2f60fjhiat29yAw3twqz6GVXPpY3MAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:02:02.590883Z","signed_message":"canonical_sha256_bytes"},"source_id":"2306.05809","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:46307ef0a9158dfcda1d85dd7158e2286485141bea9f05338ac68490ab165d40","sha256:34bdfe6a92d83f04982b623bebbabc008b039923862ece1dbca73f78621428ed"],"state_sha256":"0477ca3eed3337d15bb8de92a0fe602f6cb7856e58c97d65ee183548d7675fee"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"weNAeZ5sQ+BbLEgQdLTDPtwdmU3hbBFNhouhP2MwUL84R9/u7CTPopq4KPRB/8YfHfZ1S8O6fxB7NdVrYoYYCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-21T14:03:44.961422Z","bundle_sha256":"b8d243950fcfa84e4eaa2da22e4dc50baa5dc147fa44ae8cede593d7baf80f1e"}}