{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:UW6X5JCKEAHBQ5YEO7MT2QTUVT","short_pith_number":"pith:UW6X5JCK","canonical_record":{"source":{"id":"2408.03091","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-08-06T10:45:14Z","cross_cats_sorted":[],"title_canon_sha256":"d476bfb7424d131c7e8d65515e2bfd374d612dfc9376772c0da09e3843f02895","abstract_canon_sha256":"474fea5753a25f1f99e483e7847fcacac4504680639b68dafa29a234ee771c18"},"schema_version":"1.0"},"canonical_sha256":"a5bd7ea44a200e18770477d93d4274ace46b7f07e107cece7ddb626ef30337eb","source":{"kind":"arxiv","id":"2408.03091","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.03091","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"arxiv_version","alias_value":"2408.03091v2","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.03091","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"pith_short_12","alias_value":"UW6X5JCKEAHB","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"pith_short_16","alias_value":"UW6X5JCKEAHBQ5YE","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"pith_short_8","alias_value":"UW6X5JCK","created_at":"2026-07-05T08:52:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:UW6X5JCKEAHBQ5YEO7MT2QTUVT","target":"record","payload":{"canonical_record":{"source":{"id":"2408.03091","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-08-06T10:45:14Z","cross_cats_sorted":[],"title_canon_sha256":"d476bfb7424d131c7e8d65515e2bfd374d612dfc9376772c0da09e3843f02895","abstract_canon_sha256":"474fea5753a25f1f99e483e7847fcacac4504680639b68dafa29a234ee771c18"},"schema_version":"1.0"},"canonical_sha256":"a5bd7ea44a200e18770477d93d4274ace46b7f07e107cece7ddb626ef30337eb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:52:56.609227Z","signature_b64":"TycmVwzUeXuNtla0w26sMiovAf/ubKWmBE1YVdB3OOuIyszkR4Inbq3PtCouNeVfZDPSK1IUGGK6DD7rGx6YAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a5bd7ea44a200e18770477d93d4274ace46b7f07e107cece7ddb626ef30337eb","last_reissued_at":"2026-07-05T08:52:56.608750Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:52:56.608750Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2408.03091","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":"2026-07-05T08:52:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MTvKVcu7ra9y2jLDAROzbxZjY2p73+V3jUAmSJu+G4P5naq6IoTbuL8KAYWgD/ffHgn5H4S/GWkyt/T0ShhDBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T22:04:13.258106Z"},"content_sha256":"0475e60507942c2e9a0df4176fe57e5e3e5ca5ca888f0a0cd477d2962a45e5af","schema_version":"1.0","event_id":"sha256:0475e60507942c2e9a0df4176fe57e5e3e5ca5ca888f0a0cd477d2962a45e5af"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:UW6X5JCKEAHBQ5YEO7MT2QTUVT","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Modeling User Intent Beyond Trigger: Incorporating Uncertainty for Trigger-Induced Recommendation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.IR","authors_text":"Guannan Zhang, Hansheng Xue, Jianxing Ma, Luwei Yang, Wei Ning, Wen Jiang, Xuanzhou Liu, Zhibo Xiao","submitted_at":"2024-08-06T10:45:14Z","abstract_excerpt":"To cater to users' desire for an immersive browsing experience, numerous e-commerce platforms provide various recommendation scenarios, with a focus on Trigger-Induced Recommendation (TIR) tasks. However, the majority of current TIR methods heavily rely on the trigger item to understand user intent, lacking a higher-level exploration and exploitation of user intent (e.g., popular items and complementary items), which may result in an overly convergent understanding of users' short-term intent and can be detrimental to users' long-term purchasing experiences. Moreover, users' short-term intent "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.03091","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/2408.03091/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":"2026-07-05T08:52:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"If0Jr4QD6TxqhzJ/QjuYSyzn8F3yWH9K9r+bmQc+NUuA+Dovj859ZEqt7FmezQNeOQkES0IEnxKhV9izD4esDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T22:04:13.258702Z"},"content_sha256":"d49f45858b69e35f8a4e5f27cfcce1190d35673fc3ce6adeda0a8e7a690d7063","schema_version":"1.0","event_id":"sha256:d49f45858b69e35f8a4e5f27cfcce1190d35673fc3ce6adeda0a8e7a690d7063"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/UW6X5JCKEAHBQ5YEO7MT2QTUVT/bundle.json","state_url":"https://pith.science/pith/UW6X5JCKEAHBQ5YEO7MT2QTUVT/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/UW6X5JCKEAHBQ5YEO7MT2QTUVT/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":"2026-08-19T22:04:13Z","links":{"resolver":"https://pith.science/pith/UW6X5JCKEAHBQ5YEO7MT2QTUVT","bundle":"https://pith.science/pith/UW6X5JCKEAHBQ5YEO7MT2QTUVT/bundle.json","state":"https://pith.science/pith/UW6X5JCKEAHBQ5YEO7MT2QTUVT/state.json","well_known_bundle":"https://pith.science/.well-known/pith/UW6X5JCKEAHBQ5YEO7MT2QTUVT/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:UW6X5JCKEAHBQ5YEO7MT2QTUVT","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":"474fea5753a25f1f99e483e7847fcacac4504680639b68dafa29a234ee771c18","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-08-06T10:45:14Z","title_canon_sha256":"d476bfb7424d131c7e8d65515e2bfd374d612dfc9376772c0da09e3843f02895"},"schema_version":"1.0","source":{"id":"2408.03091","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.03091","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"arxiv_version","alias_value":"2408.03091v2","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.03091","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"pith_short_12","alias_value":"UW6X5JCKEAHB","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"pith_short_16","alias_value":"UW6X5JCKEAHBQ5YE","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"pith_short_8","alias_value":"UW6X5JCK","created_at":"2026-07-05T08:52:56Z"}],"graph_snapshots":[{"event_id":"sha256:d49f45858b69e35f8a4e5f27cfcce1190d35673fc3ce6adeda0a8e7a690d7063","target":"graph","created_at":"2026-07-05T08:52:56Z","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/2408.03091/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"To cater to users' desire for an immersive browsing experience, numerous e-commerce platforms provide various recommendation scenarios, with a focus on Trigger-Induced Recommendation (TIR) tasks. However, the majority of current TIR methods heavily rely on the trigger item to understand user intent, lacking a higher-level exploration and exploitation of user intent (e.g., popular items and complementary items), which may result in an overly convergent understanding of users' short-term intent and can be detrimental to users' long-term purchasing experiences. Moreover, users' short-term intent ","authors_text":"Guannan Zhang, Hansheng Xue, Jianxing Ma, Luwei Yang, Wei Ning, Wen Jiang, Xuanzhou Liu, Zhibo Xiao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-08-06T10:45:14Z","title":"Modeling User Intent Beyond Trigger: Incorporating Uncertainty for Trigger-Induced Recommendation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.03091","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":"sha256:0475e60507942c2e9a0df4176fe57e5e3e5ca5ca888f0a0cd477d2962a45e5af","target":"record","created_at":"2026-07-05T08:52:56Z","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":"474fea5753a25f1f99e483e7847fcacac4504680639b68dafa29a234ee771c18","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-08-06T10:45:14Z","title_canon_sha256":"d476bfb7424d131c7e8d65515e2bfd374d612dfc9376772c0da09e3843f02895"},"schema_version":"1.0","source":{"id":"2408.03091","kind":"arxiv","version":2}},"canonical_sha256":"a5bd7ea44a200e18770477d93d4274ace46b7f07e107cece7ddb626ef30337eb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a5bd7ea44a200e18770477d93d4274ace46b7f07e107cece7ddb626ef30337eb","first_computed_at":"2026-07-05T08:52:56.608750Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:52:56.608750Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TycmVwzUeXuNtla0w26sMiovAf/ubKWmBE1YVdB3OOuIyszkR4Inbq3PtCouNeVfZDPSK1IUGGK6DD7rGx6YAA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:52:56.609227Z","signed_message":"canonical_sha256_bytes"},"source_id":"2408.03091","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0475e60507942c2e9a0df4176fe57e5e3e5ca5ca888f0a0cd477d2962a45e5af","sha256:d49f45858b69e35f8a4e5f27cfcce1190d35673fc3ce6adeda0a8e7a690d7063"],"state_sha256":"fa0166ad92afeefd8e683db0b9d253d7ee0f756119f40e6250210626d2a96c29"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"itoV734/8GAMcRvmpe4JAlf92tfp1JeMg0TaBmXx4Qblu2HCRA2FG1F0JfuMVZGJ0ocFIF0j/3IOk3hkHtnbDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T22:04:13.263748Z","bundle_sha256":"e639df62e7f01a6174ca664e15ac1b2352400efd50c7df31967f3d9ebabd9bd1"}}