{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:AMBTZWTTYHC7G7XJYECPEKFBXK","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":"456d01e6a42e7f5d8f832e7bc43c8b1440b3d9e91dc4c3962e6671e8738bd6ce","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-16T09:57:12Z","title_canon_sha256":"25be1b3de0cd60d65518d2a514ba49517ebdd47a7ca27ff0a8904d7661969a0b"},"schema_version":"1.0","source":{"id":"2501.09426","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.09426","created_at":"2026-07-05T10:01:46Z"},{"alias_kind":"arxiv_version","alias_value":"2501.09426v1","created_at":"2026-07-05T10:01:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.09426","created_at":"2026-07-05T10:01:46Z"},{"alias_kind":"pith_short_12","alias_value":"AMBTZWTTYHC7","created_at":"2026-07-05T10:01:46Z"},{"alias_kind":"pith_short_16","alias_value":"AMBTZWTTYHC7G7XJ","created_at":"2026-07-05T10:01:46Z"},{"alias_kind":"pith_short_8","alias_value":"AMBTZWTT","created_at":"2026-07-05T10:01:46Z"}],"graph_snapshots":[{"event_id":"sha256:ea398138882e0b6968a2ef6dc5e513406f1d7cecf3ca4cf585a149096cf63882","target":"graph","created_at":"2026-07-05T10:01:46Z","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/2501.09426/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Traditional in-person psychological counseling remains primarily niche, often chosen by individuals with psychological issues, while online automated counseling offers a potential solution for those hesitant to seek help due to feelings of shame. Cognitive Behavioral Therapy (CBT) is an essential and widely used approach in psychological counseling. The advent of large language models (LLMs) and agent technology enables automatic CBT diagnosis and treatment. However, current LLM-based CBT systems use agents with a fixed structure, limiting their self-optimization capabilities, or providing hol","authors_text":"Ancheng Xu, Bingyu Li, Chengming Li, Derek F.Wong, Di Yang, Feng Sha, Haihong Wu, Jingwei Zhu, Mingchen Ma, Minghuan Tan, Min Yang, Qiang Qu, Renhao Li, Ruifeng Xu, Wanxin Qiu, Xiping Hu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-16T09:57:12Z","title":"AutoCBT: An Autonomous Multi-agent Framework for Cognitive Behavioral Therapy in Psychological Counseling"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.09426","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":"sha256:8f2c5f063ae7fb70c62a15d9ddca4f038e6e9df45ef69a4bfec3da536da82310","target":"record","created_at":"2026-07-05T10:01:46Z","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":"456d01e6a42e7f5d8f832e7bc43c8b1440b3d9e91dc4c3962e6671e8738bd6ce","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-16T09:57:12Z","title_canon_sha256":"25be1b3de0cd60d65518d2a514ba49517ebdd47a7ca27ff0a8904d7661969a0b"},"schema_version":"1.0","source":{"id":"2501.09426","kind":"arxiv","version":1}},"canonical_sha256":"03033cda73c1c5f37ee9c104f228a1bab8f86e67941152145f2a63857c6acff4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"03033cda73c1c5f37ee9c104f228a1bab8f86e67941152145f2a63857c6acff4","first_computed_at":"2026-07-05T10:01:46.768395Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:01:46.768395Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"KPyaDL4TVRHBX4kZxfYctPnfKHuK246OUwh//knE21/Fy3AanBa2PmDg/60UtTDJLfhASIaDLIqgm2ml8kMBBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:01:46.768871Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.09426","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8f2c5f063ae7fb70c62a15d9ddca4f038e6e9df45ef69a4bfec3da536da82310","sha256:ea398138882e0b6968a2ef6dc5e513406f1d7cecf3ca4cf585a149096cf63882"],"state_sha256":"128f316f9cb4459a4b9bb3084b70bc3fc03bd534ac9de3bc688a8c1aea26f4e1"}