{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:Q6QA5ZMBXWJOHNWKASFGOROZSL","short_pith_number":"pith:Q6QA5ZMB","canonical_record":{"source":{"id":"2505.23762","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-05-29T17:59:51Z","cross_cats_sorted":["cs.CL","cs.CV"],"title_canon_sha256":"e87281159a5ac45cf42fef002a89a884b10263903308d82ad0f0fcdee0c1d744","abstract_canon_sha256":"16991ba193d0d86f65e37ad4e6cf839cababbdc94034c20be1b8a9fc02e62e27"},"schema_version":"1.0"},"canonical_sha256":"87a00ee581bd92e3b6ca048a6745d992fcb1e899f6129c6c5b940c0922e4807d","source":{"kind":"arxiv","id":"2505.23762","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.23762","created_at":"2026-07-05T11:12:13Z"},{"alias_kind":"arxiv_version","alias_value":"2505.23762v1","created_at":"2026-07-05T11:12:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.23762","created_at":"2026-07-05T11:12:13Z"},{"alias_kind":"pith_short_12","alias_value":"Q6QA5ZMBXWJO","created_at":"2026-07-05T11:12:13Z"},{"alias_kind":"pith_short_16","alias_value":"Q6QA5ZMBXWJOHNWK","created_at":"2026-07-05T11:12:13Z"},{"alias_kind":"pith_short_8","alias_value":"Q6QA5ZMB","created_at":"2026-07-05T11:12:13Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:Q6QA5ZMBXWJOHNWKASFGOROZSL","target":"record","payload":{"canonical_record":{"source":{"id":"2505.23762","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-05-29T17:59:51Z","cross_cats_sorted":["cs.CL","cs.CV"],"title_canon_sha256":"e87281159a5ac45cf42fef002a89a884b10263903308d82ad0f0fcdee0c1d744","abstract_canon_sha256":"16991ba193d0d86f65e37ad4e6cf839cababbdc94034c20be1b8a9fc02e62e27"},"schema_version":"1.0"},"canonical_sha256":"87a00ee581bd92e3b6ca048a6745d992fcb1e899f6129c6c5b940c0922e4807d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:12:13.877149Z","signature_b64":"2gOq6mlurcAty0r7XhPxTVpicKpgh9OPCSHKbfMTaoBXg/ZiI1tQ9fYpIZpGqclqGe8pybmUe4ZjoXDy95HKCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"87a00ee581bd92e3b6ca048a6745d992fcb1e899f6129c6c5b940c0922e4807d","last_reissued_at":"2026-07-05T11:12:13.876669Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:12:13.876669Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2505.23762","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":"2026-07-05T11:12:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"fod1/lX7syk7csiGEa/SzRrzr6c5HTLU0ZZ/3TLXBvREhkTqes4n7uInAOiOegZD7A+4kGUH/Bu1tpEFzFJYBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T06:30:26.698966Z"},"content_sha256":"5a0410255b7e84b3733f3e914855c7d006735c23fa9bed0ae23b843929661718","schema_version":"1.0","event_id":"sha256:5a0410255b7e84b3733f3e914855c7d006735c23fa9bed0ae23b843929661718"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:Q6QA5ZMBXWJOHNWKASFGOROZSL","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"ZeroGUI: Automating Online GUI Learning at Zero Human Cost","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CL","cs.CV"],"primary_cat":"cs.AI","authors_text":"Chenyu Yang, Hao Li, Jifeng Dai, Jinguo Zhu, Shi Liu, Shiqian Su, Weijie Su, Wenhai Wang, Xizhou Zhu, Xuan Dong, Xuehui Wang, Yue Yu, Yu Qiao, Zhaoyang Liu","submitted_at":"2025-05-29T17:59:51Z","abstract_excerpt":"The rapid advancement of large Vision-Language Models (VLMs) has propelled the development of pure-vision-based GUI Agents, capable of perceiving and operating Graphical User Interfaces (GUI) to autonomously fulfill user instructions. However, existing approaches usually adopt an offline learning framework, which faces two core limitations: (1) heavy reliance on high-quality manual annotations for element grounding and action supervision, and (2) limited adaptability to dynamic and interactive environments. To address these limitations, we propose ZeroGUI, a scalable, online learning framework"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.23762","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/2505.23762/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":"2026-07-05T11:12:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tuW3Dy+7h90/dWD3uai5O6iAx5o0bc4EijwZdp3FhSL71oxUNeWkCjbjau9Dok9OZfn6QOrhEuK4eMwibvQmCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T06:30:26.700714Z"},"content_sha256":"16fec57b14603fc8d0041fff7ae225f218ec1fe5f9ceaac284ba1f85dc343773","schema_version":"1.0","event_id":"sha256:16fec57b14603fc8d0041fff7ae225f218ec1fe5f9ceaac284ba1f85dc343773"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/Q6QA5ZMBXWJOHNWKASFGOROZSL/bundle.json","state_url":"https://pith.science/pith/Q6QA5ZMBXWJOHNWKASFGOROZSL/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/Q6QA5ZMBXWJOHNWKASFGOROZSL/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":"2026-08-11T06:30:26Z","links":{"resolver":"https://pith.science/pith/Q6QA5ZMBXWJOHNWKASFGOROZSL","bundle":"https://pith.science/pith/Q6QA5ZMBXWJOHNWKASFGOROZSL/bundle.json","state":"https://pith.science/pith/Q6QA5ZMBXWJOHNWKASFGOROZSL/state.json","well_known_bundle":"https://pith.science/.well-known/pith/Q6QA5ZMBXWJOHNWKASFGOROZSL/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:Q6QA5ZMBXWJOHNWKASFGOROZSL","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":"16991ba193d0d86f65e37ad4e6cf839cababbdc94034c20be1b8a9fc02e62e27","cross_cats_sorted":["cs.CL","cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-05-29T17:59:51Z","title_canon_sha256":"e87281159a5ac45cf42fef002a89a884b10263903308d82ad0f0fcdee0c1d744"},"schema_version":"1.0","source":{"id":"2505.23762","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.23762","created_at":"2026-07-05T11:12:13Z"},{"alias_kind":"arxiv_version","alias_value":"2505.23762v1","created_at":"2026-07-05T11:12:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.23762","created_at":"2026-07-05T11:12:13Z"},{"alias_kind":"pith_short_12","alias_value":"Q6QA5ZMBXWJO","created_at":"2026-07-05T11:12:13Z"},{"alias_kind":"pith_short_16","alias_value":"Q6QA5ZMBXWJOHNWK","created_at":"2026-07-05T11:12:13Z"},{"alias_kind":"pith_short_8","alias_value":"Q6QA5ZMB","created_at":"2026-07-05T11:12:13Z"}],"graph_snapshots":[{"event_id":"sha256:16fec57b14603fc8d0041fff7ae225f218ec1fe5f9ceaac284ba1f85dc343773","target":"graph","created_at":"2026-07-05T11:12:13Z","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/2505.23762/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The rapid advancement of large Vision-Language Models (VLMs) has propelled the development of pure-vision-based GUI Agents, capable of perceiving and operating Graphical User Interfaces (GUI) to autonomously fulfill user instructions. However, existing approaches usually adopt an offline learning framework, which faces two core limitations: (1) heavy reliance on high-quality manual annotations for element grounding and action supervision, and (2) limited adaptability to dynamic and interactive environments. To address these limitations, we propose ZeroGUI, a scalable, online learning framework","authors_text":"Chenyu Yang, Hao Li, Jifeng Dai, Jinguo Zhu, Shi Liu, Shiqian Su, Weijie Su, Wenhai Wang, Xizhou Zhu, Xuan Dong, Xuehui Wang, Yue Yu, Yu Qiao, Zhaoyang Liu","cross_cats":["cs.CL","cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-05-29T17:59:51Z","title":"ZeroGUI: Automating Online GUI Learning at Zero Human Cost"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.23762","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":"sha256:5a0410255b7e84b3733f3e914855c7d006735c23fa9bed0ae23b843929661718","target":"record","created_at":"2026-07-05T11:12:13Z","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":"16991ba193d0d86f65e37ad4e6cf839cababbdc94034c20be1b8a9fc02e62e27","cross_cats_sorted":["cs.CL","cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-05-29T17:59:51Z","title_canon_sha256":"e87281159a5ac45cf42fef002a89a884b10263903308d82ad0f0fcdee0c1d744"},"schema_version":"1.0","source":{"id":"2505.23762","kind":"arxiv","version":1}},"canonical_sha256":"87a00ee581bd92e3b6ca048a6745d992fcb1e899f6129c6c5b940c0922e4807d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"87a00ee581bd92e3b6ca048a6745d992fcb1e899f6129c6c5b940c0922e4807d","first_computed_at":"2026-07-05T11:12:13.876669Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:12:13.876669Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2gOq6mlurcAty0r7XhPxTVpicKpgh9OPCSHKbfMTaoBXg/ZiI1tQ9fYpIZpGqclqGe8pybmUe4ZjoXDy95HKCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:12:13.877149Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.23762","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5a0410255b7e84b3733f3e914855c7d006735c23fa9bed0ae23b843929661718","sha256:16fec57b14603fc8d0041fff7ae225f218ec1fe5f9ceaac284ba1f85dc343773"],"state_sha256":"1fdc2d9d660431a36be9ccb859659ace19e283ba77918dcf9278ebec365695a4"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"WSbfWH/oYyZy9uZ39FHgVd9HTGLBYzSTUN49ibw7tiimyL/VjuC2yUrmuGJaw+KjnsrmMSgxVpoaxm9zainEBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T06:30:26.753892Z","bundle_sha256":"f75266cf6bd46258cadae045da3d46aa632e9f2f8746852bd09f495c5d7a88c5"}}