{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:ENU35E4JBVCVL2FX6FNFZXS6CV","short_pith_number":"pith:ENU35E4J","canonical_record":{"source":{"id":"2302.00302","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2023-02-01T08:08:21Z","cross_cats_sorted":[],"title_canon_sha256":"672c5d2b6e41de7c277612d3edfcc22d143caea978626bc319ac033e6e5bc688","abstract_canon_sha256":"fa6f9a891d3a0a688ad4bfb7933b31c51d9faafdc4513f719ef77c4182173058"},"schema_version":"1.0"},"canonical_sha256":"2369be93890d4555e8b7f15a5cde5e15689c96cd922def6014dc4f8e9dde3e6c","source":{"kind":"arxiv","id":"2302.00302","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.00302","created_at":"2026-07-05T05:38:01Z"},{"alias_kind":"arxiv_version","alias_value":"2302.00302v1","created_at":"2026-07-05T05:38:01Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.00302","created_at":"2026-07-05T05:38:01Z"},{"alias_kind":"pith_short_12","alias_value":"ENU35E4JBVCV","created_at":"2026-07-05T05:38:01Z"},{"alias_kind":"pith_short_16","alias_value":"ENU35E4JBVCVL2FX","created_at":"2026-07-05T05:38:01Z"},{"alias_kind":"pith_short_8","alias_value":"ENU35E4J","created_at":"2026-07-05T05:38:01Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:ENU35E4JBVCVL2FX6FNFZXS6CV","target":"record","payload":{"canonical_record":{"source":{"id":"2302.00302","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2023-02-01T08:08:21Z","cross_cats_sorted":[],"title_canon_sha256":"672c5d2b6e41de7c277612d3edfcc22d143caea978626bc319ac033e6e5bc688","abstract_canon_sha256":"fa6f9a891d3a0a688ad4bfb7933b31c51d9faafdc4513f719ef77c4182173058"},"schema_version":"1.0"},"canonical_sha256":"2369be93890d4555e8b7f15a5cde5e15689c96cd922def6014dc4f8e9dde3e6c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:38:01.894469Z","signature_b64":"uqbKAyIAajY/BsOLY4o2tmhPYOhRjmOxQ86d7dnPoaUxh5vuVXqnxOHwratnW15qTc2Jb86m+5vMQykuTVPaCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2369be93890d4555e8b7f15a5cde5e15689c96cd922def6014dc4f8e9dde3e6c","last_reissued_at":"2026-07-05T05:38:01.893979Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:38:01.893979Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2302.00302","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":"2026-07-05T05:38:01Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4TqSmo0O/SYjhah7wW3YXmhLma29e1qKQEMtNWk+BsJe5IN+ogk4BjsoM7OdZpv21JlWAL7Po4Pmnd2GbYZAAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T11:41:26.846522Z"},"content_sha256":"1d4cc17df5a3eb5cb58ab3769efa826c593f62cd7cf28671a3ed798a9f9bfb9a","schema_version":"1.0","event_id":"sha256:1d4cc17df5a3eb5cb58ab3769efa826c593f62cd7cf28671a3ed798a9f9bfb9a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:ENU35E4JBVCVL2FX6FNFZXS6CV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Deep Behavior Path Matching Network for Click-Through Rate Prediction","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Beihong Jin, Dong Wang, Jian Dong, Shuli Wang, Xingxing Wang, Yapeng Zhang, Yimin Lv, Yisong Yu, Yongkang Wang","submitted_at":"2023-02-01T08:08:21Z","abstract_excerpt":"User behaviors on an e-commerce app not only contain different kinds of feedback on items but also sometimes imply the cognitive clue of the user's decision-making. For understanding the psychological procedure behind user decisions, we present the behavior path and propose to match the user's current behavior path with historical behavior paths to predict user behaviors on the app. Further, we design a deep neural network for behavior path matching and solve three difficulties in modeling behavior paths: sparsity, noise interference, and accurate matching of behavior paths. In particular, we "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.00302","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/2302.00302/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":"2026-07-05T05:38:01Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Z7kSonL0so2ppdXRnk9PWt2xPFwdR/ap/9MZaXfT4T1qvor3vBHJmg6BIpjjLoPbnlsYIEqEnR3PzynicF9iAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T11:41:26.846898Z"},"content_sha256":"fb2ff261c474b78f8e63da8e62da8dbfaff0063576a611631a77a271ef80f68d","schema_version":"1.0","event_id":"sha256:fb2ff261c474b78f8e63da8e62da8dbfaff0063576a611631a77a271ef80f68d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ENU35E4JBVCVL2FX6FNFZXS6CV/bundle.json","state_url":"https://pith.science/pith/ENU35E4JBVCVL2FX6FNFZXS6CV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ENU35E4JBVCVL2FX6FNFZXS6CV/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":"2026-07-06T11:41:26Z","links":{"resolver":"https://pith.science/pith/ENU35E4JBVCVL2FX6FNFZXS6CV","bundle":"https://pith.science/pith/ENU35E4JBVCVL2FX6FNFZXS6CV/bundle.json","state":"https://pith.science/pith/ENU35E4JBVCVL2FX6FNFZXS6CV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ENU35E4JBVCVL2FX6FNFZXS6CV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:ENU35E4JBVCVL2FX6FNFZXS6CV","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":"fa6f9a891d3a0a688ad4bfb7933b31c51d9faafdc4513f719ef77c4182173058","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2023-02-01T08:08:21Z","title_canon_sha256":"672c5d2b6e41de7c277612d3edfcc22d143caea978626bc319ac033e6e5bc688"},"schema_version":"1.0","source":{"id":"2302.00302","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.00302","created_at":"2026-07-05T05:38:01Z"},{"alias_kind":"arxiv_version","alias_value":"2302.00302v1","created_at":"2026-07-05T05:38:01Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.00302","created_at":"2026-07-05T05:38:01Z"},{"alias_kind":"pith_short_12","alias_value":"ENU35E4JBVCV","created_at":"2026-07-05T05:38:01Z"},{"alias_kind":"pith_short_16","alias_value":"ENU35E4JBVCVL2FX","created_at":"2026-07-05T05:38:01Z"},{"alias_kind":"pith_short_8","alias_value":"ENU35E4J","created_at":"2026-07-05T05:38:01Z"}],"graph_snapshots":[{"event_id":"sha256:fb2ff261c474b78f8e63da8e62da8dbfaff0063576a611631a77a271ef80f68d","target":"graph","created_at":"2026-07-05T05:38:01Z","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/2302.00302/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"User behaviors on an e-commerce app not only contain different kinds of feedback on items but also sometimes imply the cognitive clue of the user's decision-making. For understanding the psychological procedure behind user decisions, we present the behavior path and propose to match the user's current behavior path with historical behavior paths to predict user behaviors on the app. Further, we design a deep neural network for behavior path matching and solve three difficulties in modeling behavior paths: sparsity, noise interference, and accurate matching of behavior paths. In particular, we ","authors_text":"Beihong Jin, Dong Wang, Jian Dong, Shuli Wang, Xingxing Wang, Yapeng Zhang, Yimin Lv, Yisong Yu, Yongkang Wang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2023-02-01T08:08:21Z","title":"A Deep Behavior Path Matching Network for Click-Through Rate Prediction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.00302","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":"sha256:1d4cc17df5a3eb5cb58ab3769efa826c593f62cd7cf28671a3ed798a9f9bfb9a","target":"record","created_at":"2026-07-05T05:38:01Z","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":"fa6f9a891d3a0a688ad4bfb7933b31c51d9faafdc4513f719ef77c4182173058","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2023-02-01T08:08:21Z","title_canon_sha256":"672c5d2b6e41de7c277612d3edfcc22d143caea978626bc319ac033e6e5bc688"},"schema_version":"1.0","source":{"id":"2302.00302","kind":"arxiv","version":1}},"canonical_sha256":"2369be93890d4555e8b7f15a5cde5e15689c96cd922def6014dc4f8e9dde3e6c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2369be93890d4555e8b7f15a5cde5e15689c96cd922def6014dc4f8e9dde3e6c","first_computed_at":"2026-07-05T05:38:01.893979Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:38:01.893979Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"uqbKAyIAajY/BsOLY4o2tmhPYOhRjmOxQ86d7dnPoaUxh5vuVXqnxOHwratnW15qTc2Jb86m+5vMQykuTVPaCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T05:38:01.894469Z","signed_message":"canonical_sha256_bytes"},"source_id":"2302.00302","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1d4cc17df5a3eb5cb58ab3769efa826c593f62cd7cf28671a3ed798a9f9bfb9a","sha256:fb2ff261c474b78f8e63da8e62da8dbfaff0063576a611631a77a271ef80f68d"],"state_sha256":"e16a998f3ec18d8d558eeb16009fb4515d3d7cd0c84eaa66921e44c8433a6e23"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"M9LQ7Jp1f/yGVDV3nsUzxwH0La8qO7zF85gw3/gpZFsip2v1UB0Lh+1A/WF9tj3fQue/tT1ZzBO8CAPaBlUuDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T11:41:26.848819Z","bundle_sha256":"2be0cdb59ad80967e14ee20ac6f743594b8d3b40971c228e8e9c7b5c981017bb"}}