{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:ORV6UCGVK4ZXSTILOXVHUQ7HHY","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":"6a10a297447aa0512d8ca17e8eac6205e4adc07771ad382ddbf7423ec91b4427","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-10-17T22:54:33Z","title_canon_sha256":"56065f75fe21d5cc6c1a2f9e6794714cffe6a01f68339a8ffb1f6cc37b192ac1"},"schema_version":"1.0","source":{"id":"2510.16252","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2510.16252","created_at":"2026-05-20T00:04:14Z"},{"alias_kind":"arxiv_version","alias_value":"2510.16252v2","created_at":"2026-05-20T00:04:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2510.16252","created_at":"2026-05-20T00:04:14Z"},{"alias_kind":"pith_short_12","alias_value":"ORV6UCGVK4ZX","created_at":"2026-05-20T00:04:14Z"},{"alias_kind":"pith_short_16","alias_value":"ORV6UCGVK4ZXSTIL","created_at":"2026-05-20T00:04:14Z"},{"alias_kind":"pith_short_8","alias_value":"ORV6UCGV","created_at":"2026-05-20T00:04:14Z"}],"graph_snapshots":[{"event_id":"sha256:14a62f7e3b16bbe31523bb0592355c75125b9302e681eee1840e6dd13b7c55e3","target":"graph","created_at":"2026-05-20T00:04:14Z","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/2510.16252/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Reinforcement learning (RL) for web agents demands environments that are both effective for evaluation and efficient enough for large-scale on-policy training. Current web environments fall short: server-side Docker setups are too resource-intensive for massive parallel rollouts, while browser-side interfaces produce noisy observations, execute actions unreliably under modern single-page applications, and omit visual interactivity cues.\n  We introduce WebServ, a full-stack, RL-ready web environment that addresses these limitations end-to-end. On the server side, WebServ uses Incus containers w","authors_text":"Chen Luo, Dakuo Wang, Hui Liu, Jing Huang, Jin Lai, Jiri Gesi, Shihan Fu, Tianqi Zheng, Xianfeng Tang, Yan Han, Yisi Sang, Yuxuan Lu, Ziyi Wang","cross_cats":["cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-10-17T22:54:33Z","title":"WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2510.16252","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":"sha256:7c5081e172af7ec3fa1c7dd9a9a3895206fac26681db9bb989767f8f0bb515fa","target":"record","created_at":"2026-05-20T00:04:14Z","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":"6a10a297447aa0512d8ca17e8eac6205e4adc07771ad382ddbf7423ec91b4427","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-10-17T22:54:33Z","title_canon_sha256":"56065f75fe21d5cc6c1a2f9e6794714cffe6a01f68339a8ffb1f6cc37b192ac1"},"schema_version":"1.0","source":{"id":"2510.16252","kind":"arxiv","version":2}},"canonical_sha256":"746bea08d55733794d0b75ea7a43e73e3272c16d5277c9bd06d432dabb8641da","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"746bea08d55733794d0b75ea7a43e73e3272c16d5277c9bd06d432dabb8641da","first_computed_at":"2026-05-20T00:04:14.988383Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-20T00:04:14.988383Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/reGEkhgD54BaxOLErf//tVdGeRxxT4cb08UAtYCXyMw4jW8ywt8vGS5Om6YhSXCOVZu9gSy3yez1exIyxPuBg==","signature_status":"signed_v1","signed_at":"2026-05-20T00:04:14.989115Z","signed_message":"canonical_sha256_bytes"},"source_id":"2510.16252","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7c5081e172af7ec3fa1c7dd9a9a3895206fac26681db9bb989767f8f0bb515fa","sha256:14a62f7e3b16bbe31523bb0592355c75125b9302e681eee1840e6dd13b7c55e3"],"state_sha256":"918107be395e4b978910b990bd6616f0e289d3f36633cf53b3dca21acec46c36"}