{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:SQL2XYYFGG43EJYEQT3BJQIG3T","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":"b27a3029eb9b5c90b0b750c3b498b10c07486ce7133be9e300dbc1a6643b5b2f","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-07-27T06:53:43Z","title_canon_sha256":"06b211bac61733b160a23c7464bcbeb3f1938a57257297513ba0cbdf6f391dbc"},"schema_version":"1.0","source":{"id":"2607.24056","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.24056","created_at":"2026-07-28T01:23:43Z"},{"alias_kind":"arxiv_version","alias_value":"2607.24056v1","created_at":"2026-07-28T01:23:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.24056","created_at":"2026-07-28T01:23:43Z"},{"alias_kind":"pith_short_12","alias_value":"SQL2XYYFGG43","created_at":"2026-07-28T01:23:43Z"},{"alias_kind":"pith_short_16","alias_value":"SQL2XYYFGG43EJYE","created_at":"2026-07-28T01:23:43Z"},{"alias_kind":"pith_short_8","alias_value":"SQL2XYYF","created_at":"2026-07-28T01:23:43Z"}],"graph_snapshots":[{"event_id":"sha256:01ede400e49bccc48205925203c419ff45fcdd37ffd788449cf905e2e5ffab40","target":"graph","created_at":"2026-07-28T01:23:43Z","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/2607.24056/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Network-wide traffic volume estimation typically relies on propagating measurements from fixed sensors, making performance highly dependent on sensor density and limiting deployment in sparsely instrumented networks. We propose a link-level learning framework that estimates hourly traffic volumes from widely available territorial data only, including probe speed profiles, road and topological descriptors, along with weather observations. A supervised local mapping is learned from sparse sensor measurements and evaluated under two generalization settings: intra-network (unseen links within the ","authors_text":"Aur\\'elie Pirayre, Giovanni De Nunzio, Laurent Najman, L\\'eo Hein","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-07-27T06:53:43Z","title":"Capacity-Aware Deep Learning for Generalizable Traffic Volume Estimation Across Links and Cities"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.24056","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:fb12c995c3c98824fd83b66dbe144e082f0bbe8c3dfb19dcc885de697272203b","target":"record","created_at":"2026-07-28T01:23:43Z","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":"b27a3029eb9b5c90b0b750c3b498b10c07486ce7133be9e300dbc1a6643b5b2f","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-07-27T06:53:43Z","title_canon_sha256":"06b211bac61733b160a23c7464bcbeb3f1938a57257297513ba0cbdf6f391dbc"},"schema_version":"1.0","source":{"id":"2607.24056","kind":"arxiv","version":1}},"canonical_sha256":"9417abe30531b9b2270484f614c106dcd3ee67656c071ffdc89d6d71f171f0e9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9417abe30531b9b2270484f614c106dcd3ee67656c071ffdc89d6d71f171f0e9","first_computed_at":"2026-07-28T01:23:43.212774Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-28T01:23:43.212774Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VjbaItRLuYqk+4emdK6TU68Yt6B5B589VFme0fphnEQ35Sdw/BuEp6gV9MP2c4FcStJCtX0UGs4Df151wzK/Ag==","signature_status":"signed_v1","signed_at":"2026-07-28T01:23:43.213598Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.24056","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fb12c995c3c98824fd83b66dbe144e082f0bbe8c3dfb19dcc885de697272203b","sha256:01ede400e49bccc48205925203c419ff45fcdd37ffd788449cf905e2e5ffab40"],"state_sha256":"13f4477d775db532f8b28db98983455db3b1c90560716a5a6a86a673195212e9"}