{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:Y3IPIVIXALMSHCN5DTDI7ZOFQI","short_pith_number":"pith:Y3IPIVIX","canonical_record":{"source":{"id":"2608.07295","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2026-08-07T14:50:56Z","cross_cats_sorted":[],"title_canon_sha256":"e197d3269ea44ce1294dc77c24df05352d679b1191e00a68c9833286ffa7d244","abstract_canon_sha256":"bb98957413d4ae22c74313c6232059bb273db01b44785b39ba658f76c49f3bd6"},"schema_version":"1.0"},"canonical_sha256":"c6d0f4551702d92389bd1cc68fe5c58217fb98fddadb3b96c8940a8e5bb32096","source":{"kind":"arxiv","id":"2608.07295","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2608.07295","created_at":"2026-08-10T01:14:53Z"},{"alias_kind":"arxiv_version","alias_value":"2608.07295v1","created_at":"2026-08-10T01:14:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.07295","created_at":"2026-08-10T01:14:53Z"},{"alias_kind":"pith_short_12","alias_value":"Y3IPIVIXALMS","created_at":"2026-08-10T01:14:53Z"},{"alias_kind":"pith_short_16","alias_value":"Y3IPIVIXALMSHCN5","created_at":"2026-08-10T01:14:53Z"},{"alias_kind":"pith_short_8","alias_value":"Y3IPIVIX","created_at":"2026-08-10T01:14:53Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:Y3IPIVIXALMSHCN5DTDI7ZOFQI","target":"record","payload":{"canonical_record":{"source":{"id":"2608.07295","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2026-08-07T14:50:56Z","cross_cats_sorted":[],"title_canon_sha256":"e197d3269ea44ce1294dc77c24df05352d679b1191e00a68c9833286ffa7d244","abstract_canon_sha256":"bb98957413d4ae22c74313c6232059bb273db01b44785b39ba658f76c49f3bd6"},"schema_version":"1.0"},"canonical_sha256":"c6d0f4551702d92389bd1cc68fe5c58217fb98fddadb3b96c8940a8e5bb32096","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-08-10T01:14:53.973861Z","signature_b64":"dchITUDxywxdOASBIC+uf7XSB1WDj0/anYl/NUZ2H6QsYht4NcSzBpKgeRhz2NWwmI34ag1vdom0uyNkJ901Bg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c6d0f4551702d92389bd1cc68fe5c58217fb98fddadb3b96c8940a8e5bb32096","last_reissued_at":"2026-08-10T01:14:53.970598Z","signature_status":"signed_v1","first_computed_at":"2026-08-10T01:14:53.970598Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2608.07295","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":"2026-08-10T01:14:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"rREUMKg5iOYRvJHDeFt6QrFYEliBmnExcZEDUEa0+NMvb0kC1O+nIG+W47uph/1TYYqRmYH8WOgDokJhVR+gCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T03:24:21.539799Z"},"content_sha256":"32d532e805b3dbc5f33f490c5ac7350a71ffa72227fce150164f63bef28d1cd9","schema_version":"1.0","event_id":"sha256:32d532e805b3dbc5f33f490c5ac7350a71ffa72227fce150164f63bef28d1cd9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:Y3IPIVIXALMSHCN5DTDI7ZOFQI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Learning Long-Term Educational Investment Policies under Residential Sorting","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.MA","authors_text":"Honglei Guo, Mingjie Bi, Shuo Chen, Xiaoxi Wang, Yuhan Zhao, Zeyang Sun","submitted_at":"2026-08-07T14:50:56Z","abstract_excerpt":"Allocating public-school investment effectively and fairly is difficult when school access depends on residence. School improvements can raise nearby housing demand and prices, reshape enrollment, and potentially limit access for lower-income households. These effects evolve as residential sorting changes school composition, quality, and future investment needs. Existing approaches often study school funding, household choice, and housing markets separately, while static models can miss their interconnected, long-term effects. We address this gap with a dynamic multi-agent framework that links"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.07295","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/2608.07295/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":"2026-08-10T01:14:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3zmdjyCLymk+4SQNlp5kU0Qg1HybdpET9TFV3okVT543I0jsPTulzcyMm4anRxJvfuzRQ6lQEzBvkiScCIdTDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T03:24:21.540301Z"},"content_sha256":"c0e5152b458ec1cc83cbbed0a2c15713078fdec9f6f676a27564728789507d63","schema_version":"1.0","event_id":"sha256:c0e5152b458ec1cc83cbbed0a2c15713078fdec9f6f676a27564728789507d63"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/Y3IPIVIXALMSHCN5DTDI7ZOFQI/bundle.json","state_url":"https://pith.science/pith/Y3IPIVIXALMSHCN5DTDI7ZOFQI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/Y3IPIVIXALMSHCN5DTDI7ZOFQI/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":"2026-08-11T03:24:21Z","links":{"resolver":"https://pith.science/pith/Y3IPIVIXALMSHCN5DTDI7ZOFQI","bundle":"https://pith.science/pith/Y3IPIVIXALMSHCN5DTDI7ZOFQI/bundle.json","state":"https://pith.science/pith/Y3IPIVIXALMSHCN5DTDI7ZOFQI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/Y3IPIVIXALMSHCN5DTDI7ZOFQI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:Y3IPIVIXALMSHCN5DTDI7ZOFQI","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":"bb98957413d4ae22c74313c6232059bb273db01b44785b39ba658f76c49f3bd6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2026-08-07T14:50:56Z","title_canon_sha256":"e197d3269ea44ce1294dc77c24df05352d679b1191e00a68c9833286ffa7d244"},"schema_version":"1.0","source":{"id":"2608.07295","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2608.07295","created_at":"2026-08-10T01:14:53Z"},{"alias_kind":"arxiv_version","alias_value":"2608.07295v1","created_at":"2026-08-10T01:14:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.07295","created_at":"2026-08-10T01:14:53Z"},{"alias_kind":"pith_short_12","alias_value":"Y3IPIVIXALMS","created_at":"2026-08-10T01:14:53Z"},{"alias_kind":"pith_short_16","alias_value":"Y3IPIVIXALMSHCN5","created_at":"2026-08-10T01:14:53Z"},{"alias_kind":"pith_short_8","alias_value":"Y3IPIVIX","created_at":"2026-08-10T01:14:53Z"}],"graph_snapshots":[{"event_id":"sha256:c0e5152b458ec1cc83cbbed0a2c15713078fdec9f6f676a27564728789507d63","target":"graph","created_at":"2026-08-10T01:14:53Z","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/2608.07295/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Allocating public-school investment effectively and fairly is difficult when school access depends on residence. School improvements can raise nearby housing demand and prices, reshape enrollment, and potentially limit access for lower-income households. These effects evolve as residential sorting changes school composition, quality, and future investment needs. Existing approaches often study school funding, household choice, and housing markets separately, while static models can miss their interconnected, long-term effects. We address this gap with a dynamic multi-agent framework that links","authors_text":"Honglei Guo, Mingjie Bi, Shuo Chen, Xiaoxi Wang, Yuhan Zhao, Zeyang Sun","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2026-08-07T14:50:56Z","title":"Learning Long-Term Educational Investment Policies under Residential Sorting"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.07295","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":"sha256:32d532e805b3dbc5f33f490c5ac7350a71ffa72227fce150164f63bef28d1cd9","target":"record","created_at":"2026-08-10T01:14:53Z","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":"bb98957413d4ae22c74313c6232059bb273db01b44785b39ba658f76c49f3bd6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2026-08-07T14:50:56Z","title_canon_sha256":"e197d3269ea44ce1294dc77c24df05352d679b1191e00a68c9833286ffa7d244"},"schema_version":"1.0","source":{"id":"2608.07295","kind":"arxiv","version":1}},"canonical_sha256":"c6d0f4551702d92389bd1cc68fe5c58217fb98fddadb3b96c8940a8e5bb32096","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c6d0f4551702d92389bd1cc68fe5c58217fb98fddadb3b96c8940a8e5bb32096","first_computed_at":"2026-08-10T01:14:53.970598Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-08-10T01:14:53.970598Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"dchITUDxywxdOASBIC+uf7XSB1WDj0/anYl/NUZ2H6QsYht4NcSzBpKgeRhz2NWwmI34ag1vdom0uyNkJ901Bg==","signature_status":"signed_v1","signed_at":"2026-08-10T01:14:53.973861Z","signed_message":"canonical_sha256_bytes"},"source_id":"2608.07295","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:32d532e805b3dbc5f33f490c5ac7350a71ffa72227fce150164f63bef28d1cd9","sha256:c0e5152b458ec1cc83cbbed0a2c15713078fdec9f6f676a27564728789507d63"],"state_sha256":"064d964d59f3a8fc35a25f43989ad37094cd4a20c4a96beec3af046a6fc5fbc9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ehXMpLVfcMRyEO1d/gIZxtTGAvBmoOIp6f3QaCt27xh7iduRaUEZ5b9v95GBY6bnkpyMPqHt9NwnR7nu7S8+AA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T03:24:21.544821Z","bundle_sha256":"c91e1deb878096ea8e4f438235419ad8aeff12192e295bf641ab64a9363a3516"}}