{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:SBPLQSXZ43J7QGJUUZ6YUJX3JW","short_pith_number":"pith:SBPLQSXZ","canonical_record":{"source":{"id":"2501.07212","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2025-01-13T11:12:43Z","cross_cats_sorted":[],"title_canon_sha256":"6aba585e9ad4ee3a0a73ebd574bc1a70f63512058e4409176d4b4c4fdb6d35d6","abstract_canon_sha256":"935ad5ef464f7de80767e9ab27c750bfaedcba741f172302b84aa279c2adba94"},"schema_version":"1.0"},"canonical_sha256":"905eb84af9e6d3f81934a67d8a26fb4dacc6e8967b1d70aab6cc1ce617d9939d","source":{"kind":"arxiv","id":"2501.07212","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.07212","created_at":"2026-07-05T10:00:17Z"},{"alias_kind":"arxiv_version","alias_value":"2501.07212v1","created_at":"2026-07-05T10:00:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.07212","created_at":"2026-07-05T10:00:17Z"},{"alias_kind":"pith_short_12","alias_value":"SBPLQSXZ43J7","created_at":"2026-07-05T10:00:17Z"},{"alias_kind":"pith_short_16","alias_value":"SBPLQSXZ43J7QGJU","created_at":"2026-07-05T10:00:17Z"},{"alias_kind":"pith_short_8","alias_value":"SBPLQSXZ","created_at":"2026-07-05T10:00:17Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:SBPLQSXZ43J7QGJUUZ6YUJX3JW","target":"record","payload":{"canonical_record":{"source":{"id":"2501.07212","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2025-01-13T11:12:43Z","cross_cats_sorted":[],"title_canon_sha256":"6aba585e9ad4ee3a0a73ebd574bc1a70f63512058e4409176d4b4c4fdb6d35d6","abstract_canon_sha256":"935ad5ef464f7de80767e9ab27c750bfaedcba741f172302b84aa279c2adba94"},"schema_version":"1.0"},"canonical_sha256":"905eb84af9e6d3f81934a67d8a26fb4dacc6e8967b1d70aab6cc1ce617d9939d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:00:17.304436Z","signature_b64":"PuuZw9KPo91YZEZhbylZ3mcnJEcV9de7n9Xi08fn3QBLFbfvbMOXqMPgG5ZWEeJTXrFyFafo/lCsdjV4GDDTBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"905eb84af9e6d3f81934a67d8a26fb4dacc6e8967b1d70aab6cc1ce617d9939d","last_reissued_at":"2026-07-05T10:00:17.304017Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:00:17.304017Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.07212","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":"2026-07-05T10:00:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JIX5omcN9PzakKnTSHKJS4QBg29j0v3QweqVHYPyVjp3xgS3P/rIJHXhj6Bj1KmcJqM38SZubVhDblqNaunfBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-17T04:44:10.284589Z"},"content_sha256":"9ea765201500be1dc0d91a81dfb88c15af86a34e0cbe85e4b872b58314a782fd","schema_version":"1.0","event_id":"sha256:9ea765201500be1dc0d91a81dfb88c15af86a34e0cbe85e4b872b58314a782fd"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:SBPLQSXZ43J7QGJUUZ6YUJX3JW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Future-Conditioned Recommendations with Multi-Objective Controllable Decision Transformer","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.IR","authors_text":"Chongming Gao, Jiaju Chen, Jianshan Sun, Jiawei Chen, Kexin Huang, Peng Jiang, Qingpeng Cai, Shuchang Liu, Ziang Fei","submitted_at":"2025-01-13T11:12:43Z","abstract_excerpt":"Securing long-term success is the ultimate aim of recommender systems, demanding strategies capable of foreseeing and shaping the impact of decisions on future user satisfaction. Current recommendation strategies grapple with two significant hurdles. Firstly, the future impacts of recommendation decisions remain obscured, rendering it impractical to evaluate them through direct optimization of immediate metrics. Secondly, conflicts often emerge between multiple objectives, like enhancing accuracy versus exploring diverse recommendations. Existing strategies, trapped in a \"training, evaluation,"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.07212","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/2501.07212/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":"2026-07-05T10:00:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"x7xh+Z0Sv6TKpTZ/2CB51/7Y1fQOFVmcMqDV0VsHMc2p6UqbDV3J+BGcMTNPyyfV12dIQeR+FFnu9m0SYisSCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-17T04:44:10.285513Z"},"content_sha256":"4c56e2ac4838dca9b8d257f8825430e7ba307f544c092e9f39c41080b2363937","schema_version":"1.0","event_id":"sha256:4c56e2ac4838dca9b8d257f8825430e7ba307f544c092e9f39c41080b2363937"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/SBPLQSXZ43J7QGJUUZ6YUJX3JW/bundle.json","state_url":"https://pith.science/pith/SBPLQSXZ43J7QGJUUZ6YUJX3JW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/SBPLQSXZ43J7QGJUUZ6YUJX3JW/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":"2026-08-17T04:44:10Z","links":{"resolver":"https://pith.science/pith/SBPLQSXZ43J7QGJUUZ6YUJX3JW","bundle":"https://pith.science/pith/SBPLQSXZ43J7QGJUUZ6YUJX3JW/bundle.json","state":"https://pith.science/pith/SBPLQSXZ43J7QGJUUZ6YUJX3JW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/SBPLQSXZ43J7QGJUUZ6YUJX3JW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:SBPLQSXZ43J7QGJUUZ6YUJX3JW","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":"935ad5ef464f7de80767e9ab27c750bfaedcba741f172302b84aa279c2adba94","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2025-01-13T11:12:43Z","title_canon_sha256":"6aba585e9ad4ee3a0a73ebd574bc1a70f63512058e4409176d4b4c4fdb6d35d6"},"schema_version":"1.0","source":{"id":"2501.07212","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.07212","created_at":"2026-07-05T10:00:17Z"},{"alias_kind":"arxiv_version","alias_value":"2501.07212v1","created_at":"2026-07-05T10:00:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.07212","created_at":"2026-07-05T10:00:17Z"},{"alias_kind":"pith_short_12","alias_value":"SBPLQSXZ43J7","created_at":"2026-07-05T10:00:17Z"},{"alias_kind":"pith_short_16","alias_value":"SBPLQSXZ43J7QGJU","created_at":"2026-07-05T10:00:17Z"},{"alias_kind":"pith_short_8","alias_value":"SBPLQSXZ","created_at":"2026-07-05T10:00:17Z"}],"graph_snapshots":[{"event_id":"sha256:4c56e2ac4838dca9b8d257f8825430e7ba307f544c092e9f39c41080b2363937","target":"graph","created_at":"2026-07-05T10:00:17Z","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/2501.07212/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Securing long-term success is the ultimate aim of recommender systems, demanding strategies capable of foreseeing and shaping the impact of decisions on future user satisfaction. Current recommendation strategies grapple with two significant hurdles. Firstly, the future impacts of recommendation decisions remain obscured, rendering it impractical to evaluate them through direct optimization of immediate metrics. Secondly, conflicts often emerge between multiple objectives, like enhancing accuracy versus exploring diverse recommendations. Existing strategies, trapped in a \"training, evaluation,","authors_text":"Chongming Gao, Jiaju Chen, Jianshan Sun, Jiawei Chen, Kexin Huang, Peng Jiang, Qingpeng Cai, Shuchang Liu, Ziang Fei","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2025-01-13T11:12:43Z","title":"Future-Conditioned Recommendations with Multi-Objective Controllable Decision Transformer"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.07212","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":"sha256:9ea765201500be1dc0d91a81dfb88c15af86a34e0cbe85e4b872b58314a782fd","target":"record","created_at":"2026-07-05T10:00:17Z","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":"935ad5ef464f7de80767e9ab27c750bfaedcba741f172302b84aa279c2adba94","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2025-01-13T11:12:43Z","title_canon_sha256":"6aba585e9ad4ee3a0a73ebd574bc1a70f63512058e4409176d4b4c4fdb6d35d6"},"schema_version":"1.0","source":{"id":"2501.07212","kind":"arxiv","version":1}},"canonical_sha256":"905eb84af9e6d3f81934a67d8a26fb4dacc6e8967b1d70aab6cc1ce617d9939d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"905eb84af9e6d3f81934a67d8a26fb4dacc6e8967b1d70aab6cc1ce617d9939d","first_computed_at":"2026-07-05T10:00:17.304017Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:00:17.304017Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PuuZw9KPo91YZEZhbylZ3mcnJEcV9de7n9Xi08fn3QBLFbfvbMOXqMPgG5ZWEeJTXrFyFafo/lCsdjV4GDDTBw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:00:17.304436Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.07212","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9ea765201500be1dc0d91a81dfb88c15af86a34e0cbe85e4b872b58314a782fd","sha256:4c56e2ac4838dca9b8d257f8825430e7ba307f544c092e9f39c41080b2363937"],"state_sha256":"ad6af8723c4262a484dd3951adda00220a32d8413796d6897676aceb4014f8eb"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ob19nObQ2m8hmIPUuXskQXE36GKnmcI4cszDpj541vQ2fk7r9EmcaFI4RRO4sNqhOCwsRXCZC0u4osAme2gDBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-17T04:44:10.358306Z","bundle_sha256":"9d58f08fc823c317760617e05748c146ab2d6eccf1b485ea9812a367073f5742"}}