{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:VW65TPJJ5GDBANMMUCYFHQHH5Q","short_pith_number":"pith:VW65TPJJ","canonical_record":{"source":{"id":"2308.00894","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2023-08-02T01:13:36Z","cross_cats_sorted":["cs.LG","stat.ME"],"title_canon_sha256":"8aa1c953543c22e922b17052ee1a03e93ed75da61ac3e9d58463e85fd4b4d0b2","abstract_canon_sha256":"45363a2df29ab15b841c63512d577ae733e2432115f08b2ae56d60dbe4eec651"},"schema_version":"1.0"},"canonical_sha256":"adbdd9bd29e98610358ca0b053c0e7ec1b8fff43ace4bce35095a417baea8220","source":{"kind":"arxiv","id":"2308.00894","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.00894","created_at":"2026-07-05T06:36:58Z"},{"alias_kind":"arxiv_version","alias_value":"2308.00894v1","created_at":"2026-07-05T06:36:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.00894","created_at":"2026-07-05T06:36:58Z"},{"alias_kind":"pith_short_12","alias_value":"VW65TPJJ5GDB","created_at":"2026-07-05T06:36:58Z"},{"alias_kind":"pith_short_16","alias_value":"VW65TPJJ5GDBANMM","created_at":"2026-07-05T06:36:58Z"},{"alias_kind":"pith_short_8","alias_value":"VW65TPJJ","created_at":"2026-07-05T06:36:58Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:VW65TPJJ5GDBANMMUCYFHQHH5Q","target":"record","payload":{"canonical_record":{"source":{"id":"2308.00894","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2023-08-02T01:13:36Z","cross_cats_sorted":["cs.LG","stat.ME"],"title_canon_sha256":"8aa1c953543c22e922b17052ee1a03e93ed75da61ac3e9d58463e85fd4b4d0b2","abstract_canon_sha256":"45363a2df29ab15b841c63512d577ae733e2432115f08b2ae56d60dbe4eec651"},"schema_version":"1.0"},"canonical_sha256":"adbdd9bd29e98610358ca0b053c0e7ec1b8fff43ace4bce35095a417baea8220","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:36:58.371085Z","signature_b64":"dEtnnAWQRoaiGu2E6FdcR4GNqa1VtiE8i37OfWQPIFDQ+zdvxTbwxwzmKAPKfMYbfxKepx46yRFKilu40SsCBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"adbdd9bd29e98610358ca0b053c0e7ec1b8fff43ace4bce35095a417baea8220","last_reissued_at":"2026-07-05T06:36:58.370587Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:36:58.370587Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2308.00894","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":"2026-07-05T06:36:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"J6t4SrVU4/LxTg2dICdEfhQkz46OxhrZ4saX6/s/yc2EqhoSHc/dYjF1KyNRUi3/TvRRvUdvd6f6vxk+NibxCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T23:06:16.227107Z"},"content_sha256":"c12a5d5e3b116926450fc6c005cac5dbc0a8cb8dd7775de3f5bef4424f223f49","schema_version":"1.0","event_id":"sha256:c12a5d5e3b116926450fc6c005cac5dbc0a8cb8dd7775de3f5bef4424f223f49"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:VW65TPJJ5GDBANMMUCYFHQHH5Q","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"User-Controllable Recommendation via Counterfactual Retrospective and Prospective Explanations","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","stat.ME"],"primary_cat":"cs.IR","authors_text":"Jianchao Ji, Jiebo Luo, Juntao Tan, Yan Zhu, Yinglong Xia, Yingqiang Ge, Yongfeng Zhang","submitted_at":"2023-08-02T01:13:36Z","abstract_excerpt":"Modern recommender systems utilize users' historical behaviors to generate personalized recommendations. However, these systems often lack user controllability, leading to diminished user satisfaction and trust in the systems. Acknowledging the recent advancements in explainable recommender systems that enhance users' understanding of recommendation mechanisms, we propose leveraging these advancements to improve user controllability. In this paper, we present a user-controllable recommender system that seamlessly integrates explainability and controllability within a unified framework. By prov"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.00894","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/2308.00894/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":"2026-07-05T06:36:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1MoM0jjr10nwSN7Kv2ihZ06xt7nPqhfwHGfPB8cjG4g1o0KfJR2/XA3SQNU0eAKMN/ihRmiWz2sOsMQRT6vbDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T23:06:16.227742Z"},"content_sha256":"f755d55f7467ad5ab8a05b0e8d35d5b11b6a7a29920cfb07ba8f41955a93ae96","schema_version":"1.0","event_id":"sha256:f755d55f7467ad5ab8a05b0e8d35d5b11b6a7a29920cfb07ba8f41955a93ae96"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VW65TPJJ5GDBANMMUCYFHQHH5Q/bundle.json","state_url":"https://pith.science/pith/VW65TPJJ5GDBANMMUCYFHQHH5Q/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VW65TPJJ5GDBANMMUCYFHQHH5Q/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":"2026-08-04T23:06:16Z","links":{"resolver":"https://pith.science/pith/VW65TPJJ5GDBANMMUCYFHQHH5Q","bundle":"https://pith.science/pith/VW65TPJJ5GDBANMMUCYFHQHH5Q/bundle.json","state":"https://pith.science/pith/VW65TPJJ5GDBANMMUCYFHQHH5Q/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VW65TPJJ5GDBANMMUCYFHQHH5Q/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:VW65TPJJ5GDBANMMUCYFHQHH5Q","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":"45363a2df29ab15b841c63512d577ae733e2432115f08b2ae56d60dbe4eec651","cross_cats_sorted":["cs.LG","stat.ME"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2023-08-02T01:13:36Z","title_canon_sha256":"8aa1c953543c22e922b17052ee1a03e93ed75da61ac3e9d58463e85fd4b4d0b2"},"schema_version":"1.0","source":{"id":"2308.00894","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.00894","created_at":"2026-07-05T06:36:58Z"},{"alias_kind":"arxiv_version","alias_value":"2308.00894v1","created_at":"2026-07-05T06:36:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.00894","created_at":"2026-07-05T06:36:58Z"},{"alias_kind":"pith_short_12","alias_value":"VW65TPJJ5GDB","created_at":"2026-07-05T06:36:58Z"},{"alias_kind":"pith_short_16","alias_value":"VW65TPJJ5GDBANMM","created_at":"2026-07-05T06:36:58Z"},{"alias_kind":"pith_short_8","alias_value":"VW65TPJJ","created_at":"2026-07-05T06:36:58Z"}],"graph_snapshots":[{"event_id":"sha256:f755d55f7467ad5ab8a05b0e8d35d5b11b6a7a29920cfb07ba8f41955a93ae96","target":"graph","created_at":"2026-07-05T06:36:58Z","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/2308.00894/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Modern recommender systems utilize users' historical behaviors to generate personalized recommendations. However, these systems often lack user controllability, leading to diminished user satisfaction and trust in the systems. Acknowledging the recent advancements in explainable recommender systems that enhance users' understanding of recommendation mechanisms, we propose leveraging these advancements to improve user controllability. In this paper, we present a user-controllable recommender system that seamlessly integrates explainability and controllability within a unified framework. By prov","authors_text":"Jianchao Ji, Jiebo Luo, Juntao Tan, Yan Zhu, Yinglong Xia, Yingqiang Ge, Yongfeng Zhang","cross_cats":["cs.LG","stat.ME"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2023-08-02T01:13:36Z","title":"User-Controllable Recommendation via Counterfactual Retrospective and Prospective Explanations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.00894","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:c12a5d5e3b116926450fc6c005cac5dbc0a8cb8dd7775de3f5bef4424f223f49","target":"record","created_at":"2026-07-05T06:36:58Z","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":"45363a2df29ab15b841c63512d577ae733e2432115f08b2ae56d60dbe4eec651","cross_cats_sorted":["cs.LG","stat.ME"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2023-08-02T01:13:36Z","title_canon_sha256":"8aa1c953543c22e922b17052ee1a03e93ed75da61ac3e9d58463e85fd4b4d0b2"},"schema_version":"1.0","source":{"id":"2308.00894","kind":"arxiv","version":1}},"canonical_sha256":"adbdd9bd29e98610358ca0b053c0e7ec1b8fff43ace4bce35095a417baea8220","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"adbdd9bd29e98610358ca0b053c0e7ec1b8fff43ace4bce35095a417baea8220","first_computed_at":"2026-07-05T06:36:58.370587Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:36:58.370587Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"dEtnnAWQRoaiGu2E6FdcR4GNqa1VtiE8i37OfWQPIFDQ+zdvxTbwxwzmKAPKfMYbfxKepx46yRFKilu40SsCBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:36:58.371085Z","signed_message":"canonical_sha256_bytes"},"source_id":"2308.00894","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c12a5d5e3b116926450fc6c005cac5dbc0a8cb8dd7775de3f5bef4424f223f49","sha256:f755d55f7467ad5ab8a05b0e8d35d5b11b6a7a29920cfb07ba8f41955a93ae96"],"state_sha256":"eaa2cd347a2c4f934823050f2261f012a619f2d84e92c87449b054aa150fc649"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pfkGhEWA+W7FZnr0Io/pRaB2m2eAYdiWGuhT2cOvsav/qSgjzacPvdBbhmGz86dw3D4DrC7CKxabS74QIiZFDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T23:06:16.233046Z","bundle_sha256":"c216f494883cc1db083c228a0bf5cffb27f0817468207fe543baad1182483c37"}}