{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:DP7RMKEXFTCMTNH56UN36O6YY6","short_pith_number":"pith:DP7RMKEX","canonical_record":{"source":{"id":"2408.02544","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-08-05T15:16:22Z","cross_cats_sorted":[],"title_canon_sha256":"b30d5b07eb254fd990d0cc822a655897f45d30408688d12f14653f1d9ce153dd","abstract_canon_sha256":"18183aecd2053264c5413bcdeec81adf346e143cc3cba078c4b9ed0e92825af6"},"schema_version":"1.0"},"canonical_sha256":"1bff1628972cc4c9b4fdf51bbf3bd8c7a83a25f23e3929b6a53ddd1ef5b2df00","source":{"kind":"arxiv","id":"2408.02544","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.02544","created_at":"2026-07-05T12:05:09Z"},{"alias_kind":"arxiv_version","alias_value":"2408.02544v3","created_at":"2026-07-05T12:05:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.02544","created_at":"2026-07-05T12:05:09Z"},{"alias_kind":"pith_short_12","alias_value":"DP7RMKEXFTCM","created_at":"2026-07-05T12:05:09Z"},{"alias_kind":"pith_short_16","alias_value":"DP7RMKEXFTCMTNH5","created_at":"2026-07-05T12:05:09Z"},{"alias_kind":"pith_short_8","alias_value":"DP7RMKEX","created_at":"2026-07-05T12:05:09Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:DP7RMKEXFTCMTNH56UN36O6YY6","target":"record","payload":{"canonical_record":{"source":{"id":"2408.02544","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-08-05T15:16:22Z","cross_cats_sorted":[],"title_canon_sha256":"b30d5b07eb254fd990d0cc822a655897f45d30408688d12f14653f1d9ce153dd","abstract_canon_sha256":"18183aecd2053264c5413bcdeec81adf346e143cc3cba078c4b9ed0e92825af6"},"schema_version":"1.0"},"canonical_sha256":"1bff1628972cc4c9b4fdf51bbf3bd8c7a83a25f23e3929b6a53ddd1ef5b2df00","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T12:05:09.483426Z","signature_b64":"HAjoa9leBAy/cwSrNll3TWeaF4D5nDElpRBC3k7/qo/m7cfrCI5n+CNT75XOVKqe2mh9215hfF4bhaYBCVdYBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1bff1628972cc4c9b4fdf51bbf3bd8c7a83a25f23e3929b6a53ddd1ef5b2df00","last_reissued_at":"2026-07-05T12:05:09.482868Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T12:05:09.482868Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2408.02544","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T12:05:09Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tpZtOjss01zxJmjI5bS2aHvfUFJEl4NwWAd/IZCTrLDFCDOJHPW50Ge9BkNKK/L+chTEMQ3cpJcRwSIEzRnzDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-22T03:02:07.238086Z"},"content_sha256":"af634d1044a9b473e87681ff6428f1ccdcc74af7fa21897ffc4e2fb9767057a5","schema_version":"1.0","event_id":"sha256:af634d1044a9b473e87681ff6428f1ccdcc74af7fa21897ffc4e2fb9767057a5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:DP7RMKEXFTCMTNH56UN36O6YY6","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Aston Zhang, Hai Zhao, Tongxin Yuan, Xinbei Ma, Yao Yao, Yiting Wang, Zhuosheng Zhang","submitted_at":"2024-08-05T15:16:22Z","abstract_excerpt":"This paper investigates the faithfulness of multimodal large language model (MLLM) agents in a graphical user interface (GUI) environment, aiming to address the research question of whether multimodal GUI agents can be distracted by environmental context. A general scenario is proposed where both the user and the agent are benign, and the environment, while not malicious, contains unrelated content. A wide range of MLLMs are evaluated as GUI agents using a simulated dataset, following three working patterns with different levels of perception. Experimental results reveal that even the most pow"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.02544","kind":"arxiv","version":3},"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/2408.02544/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":"2026-07-05T12:05:09Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"A7B2JADbL/04zOC4ZuI/t9V9AO9YeAIAvPczLMod8y12ctjmfLY7/TLyOUy+R/yQTPu46N0nQiKA1+6xAPHOCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-22T03:02:07.238476Z"},"content_sha256":"e3d124e42be7e81740d6bd339341d6b929d2829282dc4d50af88dd7185eced28","schema_version":"1.0","event_id":"sha256:e3d124e42be7e81740d6bd339341d6b929d2829282dc4d50af88dd7185eced28"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DP7RMKEXFTCMTNH56UN36O6YY6/bundle.json","state_url":"https://pith.science/pith/DP7RMKEXFTCMTNH56UN36O6YY6/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DP7RMKEXFTCMTNH56UN36O6YY6/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":"2026-07-22T03:02:07Z","links":{"resolver":"https://pith.science/pith/DP7RMKEXFTCMTNH56UN36O6YY6","bundle":"https://pith.science/pith/DP7RMKEXFTCMTNH56UN36O6YY6/bundle.json","state":"https://pith.science/pith/DP7RMKEXFTCMTNH56UN36O6YY6/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DP7RMKEXFTCMTNH56UN36O6YY6/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:DP7RMKEXFTCMTNH56UN36O6YY6","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":"18183aecd2053264c5413bcdeec81adf346e143cc3cba078c4b9ed0e92825af6","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-08-05T15:16:22Z","title_canon_sha256":"b30d5b07eb254fd990d0cc822a655897f45d30408688d12f14653f1d9ce153dd"},"schema_version":"1.0","source":{"id":"2408.02544","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.02544","created_at":"2026-07-05T12:05:09Z"},{"alias_kind":"arxiv_version","alias_value":"2408.02544v3","created_at":"2026-07-05T12:05:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.02544","created_at":"2026-07-05T12:05:09Z"},{"alias_kind":"pith_short_12","alias_value":"DP7RMKEXFTCM","created_at":"2026-07-05T12:05:09Z"},{"alias_kind":"pith_short_16","alias_value":"DP7RMKEXFTCMTNH5","created_at":"2026-07-05T12:05:09Z"},{"alias_kind":"pith_short_8","alias_value":"DP7RMKEX","created_at":"2026-07-05T12:05:09Z"}],"graph_snapshots":[{"event_id":"sha256:e3d124e42be7e81740d6bd339341d6b929d2829282dc4d50af88dd7185eced28","target":"graph","created_at":"2026-07-05T12:05:09Z","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/2408.02544/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper investigates the faithfulness of multimodal large language model (MLLM) agents in a graphical user interface (GUI) environment, aiming to address the research question of whether multimodal GUI agents can be distracted by environmental context. A general scenario is proposed where both the user and the agent are benign, and the environment, while not malicious, contains unrelated content. A wide range of MLLMs are evaluated as GUI agents using a simulated dataset, following three working patterns with different levels of perception. Experimental results reveal that even the most pow","authors_text":"Aston Zhang, Hai Zhao, Tongxin Yuan, Xinbei Ma, Yao Yao, Yiting Wang, Zhuosheng Zhang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-08-05T15:16:22Z","title":"Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.02544","kind":"arxiv","version":3},"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:af634d1044a9b473e87681ff6428f1ccdcc74af7fa21897ffc4e2fb9767057a5","target":"record","created_at":"2026-07-05T12:05:09Z","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":"18183aecd2053264c5413bcdeec81adf346e143cc3cba078c4b9ed0e92825af6","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-08-05T15:16:22Z","title_canon_sha256":"b30d5b07eb254fd990d0cc822a655897f45d30408688d12f14653f1d9ce153dd"},"schema_version":"1.0","source":{"id":"2408.02544","kind":"arxiv","version":3}},"canonical_sha256":"1bff1628972cc4c9b4fdf51bbf3bd8c7a83a25f23e3929b6a53ddd1ef5b2df00","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1bff1628972cc4c9b4fdf51bbf3bd8c7a83a25f23e3929b6a53ddd1ef5b2df00","first_computed_at":"2026-07-05T12:05:09.482868Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T12:05:09.482868Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HAjoa9leBAy/cwSrNll3TWeaF4D5nDElpRBC3k7/qo/m7cfrCI5n+CNT75XOVKqe2mh9215hfF4bhaYBCVdYBg==","signature_status":"signed_v1","signed_at":"2026-07-05T12:05:09.483426Z","signed_message":"canonical_sha256_bytes"},"source_id":"2408.02544","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:af634d1044a9b473e87681ff6428f1ccdcc74af7fa21897ffc4e2fb9767057a5","sha256:e3d124e42be7e81740d6bd339341d6b929d2829282dc4d50af88dd7185eced28"],"state_sha256":"ec90943fb35ddb7c28e6440c2ee167d6cddaa0e2668c85c6a896d15b5f167f56"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FTEUca4VeNegpxWBbvup9WrxGdSzLLnO1Z9dcsU90yLWnmkLAMMdrfTqR8Jy1QO9MmeeyOdMMKrScfzOGz7tAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-22T03:02:07.240583Z","bundle_sha256":"bee7222e373eb93869df307cea3ec236cdbb4f5dfa4d3dfab05720d45549f635"}}