{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:3SZUNEXQY3R56JMGXZ3DTUB4TX","short_pith_number":"pith:3SZUNEXQ","canonical_record":{"source":{"id":"2607.23263","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-25T16:00:45Z","cross_cats_sorted":[],"title_canon_sha256":"0b20d28b2f8dd4aac82c1aee51b2a66fbd0ae804a4964be15465ddd3de69aa7c","abstract_canon_sha256":"b88627f3af26f6b5065f809623e270bbdafa55261e473d281bcb2073e8808827"},"schema_version":"1.0"},"canonical_sha256":"dcb34692f0c6e3df2586be7639d03c9dc28cc81510c07e3b890648921b86b9ca","source":{"kind":"arxiv","id":"2607.23263","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.23263","created_at":"2026-07-28T01:22:44Z"},{"alias_kind":"arxiv_version","alias_value":"2607.23263v1","created_at":"2026-07-28T01:22:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.23263","created_at":"2026-07-28T01:22:44Z"},{"alias_kind":"pith_short_12","alias_value":"3SZUNEXQY3R5","created_at":"2026-07-28T01:22:44Z"},{"alias_kind":"pith_short_16","alias_value":"3SZUNEXQY3R56JMG","created_at":"2026-07-28T01:22:44Z"},{"alias_kind":"pith_short_8","alias_value":"3SZUNEXQ","created_at":"2026-07-28T01:22:44Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:3SZUNEXQY3R56JMGXZ3DTUB4TX","target":"record","payload":{"canonical_record":{"source":{"id":"2607.23263","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-25T16:00:45Z","cross_cats_sorted":[],"title_canon_sha256":"0b20d28b2f8dd4aac82c1aee51b2a66fbd0ae804a4964be15465ddd3de69aa7c","abstract_canon_sha256":"b88627f3af26f6b5065f809623e270bbdafa55261e473d281bcb2073e8808827"},"schema_version":"1.0"},"canonical_sha256":"dcb34692f0c6e3df2586be7639d03c9dc28cc81510c07e3b890648921b86b9ca","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-28T01:22:44.657298Z","signature_b64":"hZBjkMtKNBtY3TfXrE5EthYsTs5OP6jMddQMCutZHpn5jSRxvTTDcvUVo2HGuZUN/4fSGyr63o6EdLAforEYBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"dcb34692f0c6e3df2586be7639d03c9dc28cc81510c07e3b890648921b86b9ca","last_reissued_at":"2026-07-28T01:22:44.656432Z","signature_status":"signed_v1","first_computed_at":"2026-07-28T01:22:44.656432Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.23263","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":"2026-07-28T01:22:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DXhDn3Q6kUjRYWwBR1FNOXrVHWp905ZB/I6cU5FlTwKMmVksuEjbXsSxUgPhYxch5BtPY79FwRveu1zef9jQAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T18:35:03.166499Z"},"content_sha256":"31239e6ce6da7e0d57c1b9900f586682f9ac9b7175ac23ee201caef562eb15e7","schema_version":"1.0","event_id":"sha256:31239e6ce6da7e0d57c1b9900f586682f9ac9b7175ac23ee201caef562eb15e7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:3SZUNEXQY3R56JMGXZ3DTUB4TX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"SeekJudge: A Practical Reward Framework for Reinforcement Learning in Computer-Use Agents","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Jierui Wang, Linchao Zhu, Yang Wan, Zhenhao Zhang","submitted_at":"2026-07-25T16:00:45Z","abstract_excerpt":"Deciding whether a trajectory actually fulfills its instruction governs how we measure computer-use agents on long-horizon graphical-user-interface tasks and how we train them with reinforcement learning. This judgment has long relied on rule-based evaluation, which struggles to align with human intention and goes stale when an app updates or its online content drifts. Existing model-based judges attempt to address these problems but still leave a performance gap to the rule-based evaluation. We propose the \\textbf{SeekJudge} framework, in which four role-specialized agents, a Condense, a Grou"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.23263","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/2607.23263/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":"2026-07-28T01:22:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FEI13ezvhs2zK9UQURcRafsaRiF2JWhMRwgPjNrqegVd4M19OraDqCARFEk+c3bTAcbZeAgYqTJSfXNGs8pyDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T18:35:03.167012Z"},"content_sha256":"8ef08164535bfcf6a783650df9a1ee2c741a41e76c24061a627c85661bf2d945","schema_version":"1.0","event_id":"sha256:8ef08164535bfcf6a783650df9a1ee2c741a41e76c24061a627c85661bf2d945"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3SZUNEXQY3R56JMGXZ3DTUB4TX/bundle.json","state_url":"https://pith.science/pith/3SZUNEXQY3R56JMGXZ3DTUB4TX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3SZUNEXQY3R56JMGXZ3DTUB4TX/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":"2026-08-03T18:35:03Z","links":{"resolver":"https://pith.science/pith/3SZUNEXQY3R56JMGXZ3DTUB4TX","bundle":"https://pith.science/pith/3SZUNEXQY3R56JMGXZ3DTUB4TX/bundle.json","state":"https://pith.science/pith/3SZUNEXQY3R56JMGXZ3DTUB4TX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3SZUNEXQY3R56JMGXZ3DTUB4TX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:3SZUNEXQY3R56JMGXZ3DTUB4TX","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":"b88627f3af26f6b5065f809623e270bbdafa55261e473d281bcb2073e8808827","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-25T16:00:45Z","title_canon_sha256":"0b20d28b2f8dd4aac82c1aee51b2a66fbd0ae804a4964be15465ddd3de69aa7c"},"schema_version":"1.0","source":{"id":"2607.23263","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.23263","created_at":"2026-07-28T01:22:44Z"},{"alias_kind":"arxiv_version","alias_value":"2607.23263v1","created_at":"2026-07-28T01:22:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.23263","created_at":"2026-07-28T01:22:44Z"},{"alias_kind":"pith_short_12","alias_value":"3SZUNEXQY3R5","created_at":"2026-07-28T01:22:44Z"},{"alias_kind":"pith_short_16","alias_value":"3SZUNEXQY3R56JMG","created_at":"2026-07-28T01:22:44Z"},{"alias_kind":"pith_short_8","alias_value":"3SZUNEXQ","created_at":"2026-07-28T01:22:44Z"}],"graph_snapshots":[{"event_id":"sha256:8ef08164535bfcf6a783650df9a1ee2c741a41e76c24061a627c85661bf2d945","target":"graph","created_at":"2026-07-28T01:22:44Z","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/2607.23263/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deciding whether a trajectory actually fulfills its instruction governs how we measure computer-use agents on long-horizon graphical-user-interface tasks and how we train them with reinforcement learning. This judgment has long relied on rule-based evaluation, which struggles to align with human intention and goes stale when an app updates or its online content drifts. Existing model-based judges attempt to address these problems but still leave a performance gap to the rule-based evaluation. We propose the \\textbf{SeekJudge} framework, in which four role-specialized agents, a Condense, a Grou","authors_text":"Jierui Wang, Linchao Zhu, Yang Wan, Zhenhao Zhang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-25T16:00:45Z","title":"SeekJudge: A Practical Reward Framework for Reinforcement Learning in Computer-Use Agents"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.23263","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":"sha256:31239e6ce6da7e0d57c1b9900f586682f9ac9b7175ac23ee201caef562eb15e7","target":"record","created_at":"2026-07-28T01:22:44Z","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":"b88627f3af26f6b5065f809623e270bbdafa55261e473d281bcb2073e8808827","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-25T16:00:45Z","title_canon_sha256":"0b20d28b2f8dd4aac82c1aee51b2a66fbd0ae804a4964be15465ddd3de69aa7c"},"schema_version":"1.0","source":{"id":"2607.23263","kind":"arxiv","version":1}},"canonical_sha256":"dcb34692f0c6e3df2586be7639d03c9dc28cc81510c07e3b890648921b86b9ca","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"dcb34692f0c6e3df2586be7639d03c9dc28cc81510c07e3b890648921b86b9ca","first_computed_at":"2026-07-28T01:22:44.656432Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-28T01:22:44.656432Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hZBjkMtKNBtY3TfXrE5EthYsTs5OP6jMddQMCutZHpn5jSRxvTTDcvUVo2HGuZUN/4fSGyr63o6EdLAforEYBA==","signature_status":"signed_v1","signed_at":"2026-07-28T01:22:44.657298Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.23263","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:31239e6ce6da7e0d57c1b9900f586682f9ac9b7175ac23ee201caef562eb15e7","sha256:8ef08164535bfcf6a783650df9a1ee2c741a41e76c24061a627c85661bf2d945"],"state_sha256":"abe1499857963357aed7621333400af374ce883f3ea1acab075245bd455ab88a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CXkLIzxQDXVwY+nISoP15gnkMjIQyKDMTcRfLNZJqIM8NUF/EpthR5isaIs6am6LLgdAZ+dwyJPZs58cGMcXBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-03T18:35:03.172649Z","bundle_sha256":"f92fee6eddd9222987441073863c14fd08f5851525649a0a5497767a02cf67ef"}}