{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:NM7QTNLLLTFF4PY3IJ5QMIGKHX","short_pith_number":"pith:NM7QTNLL","canonical_record":{"source":{"id":"2409.13700","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-09-05T02:47:49Z","cross_cats_sorted":["cs.AI","cs.SI"],"title_canon_sha256":"394a302bad8862cc7d7c87866f5d479ff5657a95dd5f467c98505add8a3fffc2","abstract_canon_sha256":"e589a65614348443c55d084ff793b67927985a769f2d62971d4304c5d4775884"},"schema_version":"1.0"},"canonical_sha256":"6b3f09b56b5cca5e3f1b427b0620ca3dd95a537413b98a9d9ee2c9debd82a932","source":{"kind":"arxiv","id":"2409.13700","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.13700","created_at":"2026-07-05T09:10:05Z"},{"alias_kind":"arxiv_version","alias_value":"2409.13700v1","created_at":"2026-07-05T09:10:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.13700","created_at":"2026-07-05T09:10:05Z"},{"alias_kind":"pith_short_12","alias_value":"NM7QTNLLLTFF","created_at":"2026-07-05T09:10:05Z"},{"alias_kind":"pith_short_16","alias_value":"NM7QTNLLLTFF4PY3","created_at":"2026-07-05T09:10:05Z"},{"alias_kind":"pith_short_8","alias_value":"NM7QTNLL","created_at":"2026-07-05T09:10:05Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:NM7QTNLLLTFF4PY3IJ5QMIGKHX","target":"record","payload":{"canonical_record":{"source":{"id":"2409.13700","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-09-05T02:47:49Z","cross_cats_sorted":["cs.AI","cs.SI"],"title_canon_sha256":"394a302bad8862cc7d7c87866f5d479ff5657a95dd5f467c98505add8a3fffc2","abstract_canon_sha256":"e589a65614348443c55d084ff793b67927985a769f2d62971d4304c5d4775884"},"schema_version":"1.0"},"canonical_sha256":"6b3f09b56b5cca5e3f1b427b0620ca3dd95a537413b98a9d9ee2c9debd82a932","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:10:05.678945Z","signature_b64":"aUdUqfrA8ugPegCG8wCZVgRaUUUNS4IfxUqGGuOmY9oXb49Hytwpld01/XSna8RtN675nN9uQaH3C05msu6QDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"6b3f09b56b5cca5e3f1b427b0620ca3dd95a537413b98a9d9ee2c9debd82a932","last_reissued_at":"2026-07-05T09:10:05.678489Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:10:05.678489Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2409.13700","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":"2026-07-05T09:10:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UzvjA80Y7QSz1oAduGIB9TOTTuaD817NSRwhP7ILLMPYlYtV4Yhyn9v+7JhKNqvHaS/+g21PoXx1Ak5bQ4ciAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T11:49:53.617885Z"},"content_sha256":"bd151b1bfbc41807c6cb2edc120fbcfb6b376ebebbfc21371fb0298789b56a1c","schema_version":"1.0","event_id":"sha256:bd151b1bfbc41807c6cb2edc120fbcfb6b376ebebbfc21371fb0298789b56a1c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:NM7QTNLLLTFF4PY3IJ5QMIGKHX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"MAS4POI: a Multi-Agents Collaboration System for Next POI Recommendation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.SI"],"primary_cat":"cs.IR","authors_text":"Jiapeng Yu, Raymond S. T. Lee, Yuhong Peng, Yuqian Wu","submitted_at":"2024-09-05T02:47:49Z","abstract_excerpt":"LLM-based Multi-Agent Systems have potential benefits of complex decision-making tasks management across various domains but their applications in the next Point-of-Interest (POI) recommendation remain underexplored. This paper proposes a novel MAS4POI system designed to enhance next POI recommendations through multi-agent interactions. MAS4POI supports Large Language Models (LLMs) specializing in distinct agents such as DataAgent, Manager, Analyst, and Navigator with each contributes to a collaborative process of generating the next POI recommendations.The system is examined by integrating si"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.13700","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/2409.13700/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":"2026-07-05T09:10:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"IS7KIu/S62ZaNAv7Mt3LQTN112pIJ0EwRHHopz+nAoqxICqX3CJS+7YlRSstKIYx8DMVPxqh81NCRgEX4t2bAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T11:49:53.618936Z"},"content_sha256":"b24cd1c0ed79423622d0fbe91c73d6d7abaaa309f424cc80041b0f69750a5db1","schema_version":"1.0","event_id":"sha256:b24cd1c0ed79423622d0fbe91c73d6d7abaaa309f424cc80041b0f69750a5db1"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/NM7QTNLLLTFF4PY3IJ5QMIGKHX/bundle.json","state_url":"https://pith.science/pith/NM7QTNLLLTFF4PY3IJ5QMIGKHX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/NM7QTNLLLTFF4PY3IJ5QMIGKHX/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":"2026-08-06T11:49:53Z","links":{"resolver":"https://pith.science/pith/NM7QTNLLLTFF4PY3IJ5QMIGKHX","bundle":"https://pith.science/pith/NM7QTNLLLTFF4PY3IJ5QMIGKHX/bundle.json","state":"https://pith.science/pith/NM7QTNLLLTFF4PY3IJ5QMIGKHX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/NM7QTNLLLTFF4PY3IJ5QMIGKHX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:NM7QTNLLLTFF4PY3IJ5QMIGKHX","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":"e589a65614348443c55d084ff793b67927985a769f2d62971d4304c5d4775884","cross_cats_sorted":["cs.AI","cs.SI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-09-05T02:47:49Z","title_canon_sha256":"394a302bad8862cc7d7c87866f5d479ff5657a95dd5f467c98505add8a3fffc2"},"schema_version":"1.0","source":{"id":"2409.13700","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.13700","created_at":"2026-07-05T09:10:05Z"},{"alias_kind":"arxiv_version","alias_value":"2409.13700v1","created_at":"2026-07-05T09:10:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.13700","created_at":"2026-07-05T09:10:05Z"},{"alias_kind":"pith_short_12","alias_value":"NM7QTNLLLTFF","created_at":"2026-07-05T09:10:05Z"},{"alias_kind":"pith_short_16","alias_value":"NM7QTNLLLTFF4PY3","created_at":"2026-07-05T09:10:05Z"},{"alias_kind":"pith_short_8","alias_value":"NM7QTNLL","created_at":"2026-07-05T09:10:05Z"}],"graph_snapshots":[{"event_id":"sha256:b24cd1c0ed79423622d0fbe91c73d6d7abaaa309f424cc80041b0f69750a5db1","target":"graph","created_at":"2026-07-05T09:10:05Z","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/2409.13700/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"LLM-based Multi-Agent Systems have potential benefits of complex decision-making tasks management across various domains but their applications in the next Point-of-Interest (POI) recommendation remain underexplored. This paper proposes a novel MAS4POI system designed to enhance next POI recommendations through multi-agent interactions. MAS4POI supports Large Language Models (LLMs) specializing in distinct agents such as DataAgent, Manager, Analyst, and Navigator with each contributes to a collaborative process of generating the next POI recommendations.The system is examined by integrating si","authors_text":"Jiapeng Yu, Raymond S. T. Lee, Yuhong Peng, Yuqian Wu","cross_cats":["cs.AI","cs.SI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-09-05T02:47:49Z","title":"MAS4POI: a Multi-Agents Collaboration System for Next POI Recommendation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.13700","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:bd151b1bfbc41807c6cb2edc120fbcfb6b376ebebbfc21371fb0298789b56a1c","target":"record","created_at":"2026-07-05T09:10:05Z","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":"e589a65614348443c55d084ff793b67927985a769f2d62971d4304c5d4775884","cross_cats_sorted":["cs.AI","cs.SI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2024-09-05T02:47:49Z","title_canon_sha256":"394a302bad8862cc7d7c87866f5d479ff5657a95dd5f467c98505add8a3fffc2"},"schema_version":"1.0","source":{"id":"2409.13700","kind":"arxiv","version":1}},"canonical_sha256":"6b3f09b56b5cca5e3f1b427b0620ca3dd95a537413b98a9d9ee2c9debd82a932","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6b3f09b56b5cca5e3f1b427b0620ca3dd95a537413b98a9d9ee2c9debd82a932","first_computed_at":"2026-07-05T09:10:05.678489Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:10:05.678489Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aUdUqfrA8ugPegCG8wCZVgRaUUUNS4IfxUqGGuOmY9oXb49Hytwpld01/XSna8RtN675nN9uQaH3C05msu6QDg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:10:05.678945Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.13700","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bd151b1bfbc41807c6cb2edc120fbcfb6b376ebebbfc21371fb0298789b56a1c","sha256:b24cd1c0ed79423622d0fbe91c73d6d7abaaa309f424cc80041b0f69750a5db1"],"state_sha256":"985072534f60ac80d687df5caaa68ac8e1e1030946823e8394f59fc42a10c09b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OtX70HETJNanVSVwJGY6FHSVWQDk8iHGaFIXDAwCYfb+VoUOc8lviEdlA+l+1ukccMIBYs53ti96L0YSEAXHCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T11:49:53.682472Z","bundle_sha256":"63b744c80369e325e28445f9900e508358a8ed30c8dad7b1252a5e3ffa0a7993"}}