{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:7LNTAEUAU5EJVFRRZOFONBXRUQ","short_pith_number":"pith:7LNTAEUA","canonical_record":{"source":{"id":"2411.18279","kind":"arxiv","version":12},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-27T12:13:39Z","cross_cats_sorted":["cs.CL","cs.HC"],"title_canon_sha256":"c0f436a39c81e89476c667884424f5e3e68ed6ca67a64cf426007cb0bbde752e","abstract_canon_sha256":"3447e7fb6deea3fe0ffc38af64ce9392c3600176c70b59627b0d41646d8c55c0"},"schema_version":"1.0"},"canonical_sha256":"fadb301280a7489a9631cb8ae686f1a405574087d30f18e3b98d1b87c43a46d7","source":{"kind":"arxiv","id":"2411.18279","version":12},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.18279","created_at":"2026-05-19T11:02:19Z"},{"alias_kind":"arxiv_version","alias_value":"2411.18279v12","created_at":"2026-05-19T11:02:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.18279","created_at":"2026-05-19T11:02:19Z"},{"alias_kind":"pith_short_12","alias_value":"7LNTAEUAU5EJ","created_at":"2026-05-19T11:02:19Z"},{"alias_kind":"pith_short_16","alias_value":"7LNTAEUAU5EJVFRR","created_at":"2026-05-19T11:02:19Z"},{"alias_kind":"pith_short_8","alias_value":"7LNTAEUA","created_at":"2026-05-19T11:02:19Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:7LNTAEUAU5EJVFRRZOFONBXRUQ","target":"record","payload":{"canonical_record":{"source":{"id":"2411.18279","kind":"arxiv","version":12},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-27T12:13:39Z","cross_cats_sorted":["cs.CL","cs.HC"],"title_canon_sha256":"c0f436a39c81e89476c667884424f5e3e68ed6ca67a64cf426007cb0bbde752e","abstract_canon_sha256":"3447e7fb6deea3fe0ffc38af64ce9392c3600176c70b59627b0d41646d8c55c0"},"schema_version":"1.0"},"canonical_sha256":"fadb301280a7489a9631cb8ae686f1a405574087d30f18e3b98d1b87c43a46d7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-19T11:02:19.763222Z","signature_b64":"9PllyHkRYi7bWTGIYsnrjmweQDFLYuJXMSjq7hdlS/Fh0vUwvmKHD0fJDrfdyVCXCLWbsIRitgSRndL4mNRAAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fadb301280a7489a9631cb8ae686f1a405574087d30f18e3b98d1b87c43a46d7","last_reissued_at":"2026-05-19T11:02:19.761363Z","signature_status":"signed_v1","first_computed_at":"2026-05-19T11:02:19.761363Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.18279","source_version":12,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-19T11:02:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jlI2mea0KG0+rqmbYoo5pAoZag6WVWonRD2nbhGb3u8PXuexlBkImrXm7SaWm10T7g+3DvzIv8kNatkQEJhYBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-28T08:43:52.232816Z"},"content_sha256":"0c11da2ab1c612b7fd7c8bdda27fa8f764e37b2ee38cb33cfa379f49a6e32783","schema_version":"1.0","event_id":"sha256:0c11da2ab1c612b7fd7c8bdda27fa8f764e37b2ee38cb33cfa379f49a6e32783"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:7LNTAEUAU5EJVFRRZOFONBXRUQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Large Language Model-Brained GUI Agents: A Survey","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CL","cs.HC"],"primary_cat":"cs.AI","authors_text":"Bowen Li, Chaoyun Zhang, Dongmei Zhang, Guyue Liu, Jiaxu Qian, Liqun Li, Minghua Ma, Qingwei Lin, Qi Zhang, Saravan Rajmohan, Shilin He, Si Qin, Yu Kang","submitted_at":"2024-11-27T12:13:39Z","abstract_excerpt":"GUIs have long been central to human-computer interaction, providing an intuitive and visually-driven way to access and interact with digital systems. The advent of LLMs, particularly multimodal models, has ushered in a new era of GUI automation. They have demonstrated exceptional capabilities in natural language understanding, code generation, and visual processing. This has paved the way for a new generation of LLM-brained GUI agents capable of interpreting complex GUI elements and autonomously executing actions based on natural language instructions. These agents represent a paradigm shift,"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.18279","kind":"arxiv","version":12},"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/2411.18279/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":"2026-05-19T11:02:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NUe7hksvczY7bFJGA5xLc9BhNBOkFsP/x27cifPl9mbE4zSWJMWr+vYmQOPBodMaKkDtLedX1+GtTeaGfOgcAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-28T08:43:52.233201Z"},"content_sha256":"2296b45568f187bb12af98f6e04af2ca1fc2768fff646a96b1697760eef08cbd","schema_version":"1.0","event_id":"sha256:2296b45568f187bb12af98f6e04af2ca1fc2768fff646a96b1697760eef08cbd"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7LNTAEUAU5EJVFRRZOFONBXRUQ/bundle.json","state_url":"https://pith.science/pith/7LNTAEUAU5EJVFRRZOFONBXRUQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7LNTAEUAU5EJVFRRZOFONBXRUQ/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":"2026-05-28T08:43:52Z","links":{"resolver":"https://pith.science/pith/7LNTAEUAU5EJVFRRZOFONBXRUQ","bundle":"https://pith.science/pith/7LNTAEUAU5EJVFRRZOFONBXRUQ/bundle.json","state":"https://pith.science/pith/7LNTAEUAU5EJVFRRZOFONBXRUQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7LNTAEUAU5EJVFRRZOFONBXRUQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:7LNTAEUAU5EJVFRRZOFONBXRUQ","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":"3447e7fb6deea3fe0ffc38af64ce9392c3600176c70b59627b0d41646d8c55c0","cross_cats_sorted":["cs.CL","cs.HC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-27T12:13:39Z","title_canon_sha256":"c0f436a39c81e89476c667884424f5e3e68ed6ca67a64cf426007cb0bbde752e"},"schema_version":"1.0","source":{"id":"2411.18279","kind":"arxiv","version":12}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.18279","created_at":"2026-05-19T11:02:19Z"},{"alias_kind":"arxiv_version","alias_value":"2411.18279v12","created_at":"2026-05-19T11:02:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.18279","created_at":"2026-05-19T11:02:19Z"},{"alias_kind":"pith_short_12","alias_value":"7LNTAEUAU5EJ","created_at":"2026-05-19T11:02:19Z"},{"alias_kind":"pith_short_16","alias_value":"7LNTAEUAU5EJVFRR","created_at":"2026-05-19T11:02:19Z"},{"alias_kind":"pith_short_8","alias_value":"7LNTAEUA","created_at":"2026-05-19T11:02:19Z"}],"graph_snapshots":[{"event_id":"sha256:2296b45568f187bb12af98f6e04af2ca1fc2768fff646a96b1697760eef08cbd","target":"graph","created_at":"2026-05-19T11:02:19Z","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/2411.18279/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"GUIs have long been central to human-computer interaction, providing an intuitive and visually-driven way to access and interact with digital systems. The advent of LLMs, particularly multimodal models, has ushered in a new era of GUI automation. They have demonstrated exceptional capabilities in natural language understanding, code generation, and visual processing. This has paved the way for a new generation of LLM-brained GUI agents capable of interpreting complex GUI elements and autonomously executing actions based on natural language instructions. These agents represent a paradigm shift,","authors_text":"Bowen Li, Chaoyun Zhang, Dongmei Zhang, Guyue Liu, Jiaxu Qian, Liqun Li, Minghua Ma, Qingwei Lin, Qi Zhang, Saravan Rajmohan, Shilin He, Si Qin, Yu Kang","cross_cats":["cs.CL","cs.HC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-27T12:13:39Z","title":"Large Language Model-Brained GUI Agents: A Survey"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.18279","kind":"arxiv","version":12},"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":"sha256:0c11da2ab1c612b7fd7c8bdda27fa8f764e37b2ee38cb33cfa379f49a6e32783","target":"record","created_at":"2026-05-19T11:02:19Z","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":"3447e7fb6deea3fe0ffc38af64ce9392c3600176c70b59627b0d41646d8c55c0","cross_cats_sorted":["cs.CL","cs.HC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-27T12:13:39Z","title_canon_sha256":"c0f436a39c81e89476c667884424f5e3e68ed6ca67a64cf426007cb0bbde752e"},"schema_version":"1.0","source":{"id":"2411.18279","kind":"arxiv","version":12}},"canonical_sha256":"fadb301280a7489a9631cb8ae686f1a405574087d30f18e3b98d1b87c43a46d7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fadb301280a7489a9631cb8ae686f1a405574087d30f18e3b98d1b87c43a46d7","first_computed_at":"2026-05-19T11:02:19.761363Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-19T11:02:19.761363Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9PllyHkRYi7bWTGIYsnrjmweQDFLYuJXMSjq7hdlS/Fh0vUwvmKHD0fJDrfdyVCXCLWbsIRitgSRndL4mNRAAQ==","signature_status":"signed_v1","signed_at":"2026-05-19T11:02:19.763222Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.18279","source_kind":"arxiv","source_version":12}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0c11da2ab1c612b7fd7c8bdda27fa8f764e37b2ee38cb33cfa379f49a6e32783","sha256:2296b45568f187bb12af98f6e04af2ca1fc2768fff646a96b1697760eef08cbd"],"state_sha256":"0a919cada69a3b117f9566f3fbb76035ca246e839ffd73fa305191f54a3694bd"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3Lcgl5BUjj/K1olBS6/bhEbQ0stdHElXRFYPfApF99WNpgSRLUlWmQ+jEuOwbJGA8KQe3qnY52cZJ+ohBP5XDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-28T08:43:52.235277Z","bundle_sha256":"fff47399ee915ba2417a87a37ab6fa89500b3e1585db3f3e6a191ea76f5ce52f"}}