{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:AH3OBKR3Y5BAXWYTK22C7HSEHG","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":"9561ae54900a149aa59bae6f614f2e8b15cc5cac7d8c3aa2241275fa1c6363b4","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2024-06-20T11:49:23Z","title_canon_sha256":"59e95763b72521ff8d43974358afc71146e8343fafebd6f79ab2c831ef8e892d"},"schema_version":"1.0","source":{"id":"2406.14228","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.14228","created_at":"2026-07-05T10:27:11Z"},{"alias_kind":"arxiv_version","alias_value":"2406.14228v3","created_at":"2026-07-05T10:27:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.14228","created_at":"2026-07-05T10:27:11Z"},{"alias_kind":"pith_short_12","alias_value":"AH3OBKR3Y5BA","created_at":"2026-07-05T10:27:11Z"},{"alias_kind":"pith_short_16","alias_value":"AH3OBKR3Y5BAXWYT","created_at":"2026-07-05T10:27:11Z"},{"alias_kind":"pith_short_8","alias_value":"AH3OBKR3","created_at":"2026-07-05T10:27:11Z"}],"graph_snapshots":[{"event_id":"sha256:56b19885f2fbea6ab461e781fa6737b70dda8dcf5f8ca579faba29b5964d4df8","target":"graph","created_at":"2026-07-05T10:27:11Z","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/2406.14228/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The rise of powerful large language models (LLMs) has spurred a new trend in building LLM-based autonomous agents for solving complex tasks, especially multi-agent systems. Despite the remarkable progress, we notice that existing works are heavily dependent on human-designed frameworks, which greatly limits the functional scope and scalability of agent systems. How to automatically extend the specialized agent to multi-agent systems to improve task-solving capability still remains a significant challenge. In this paper, we introduce EvoAgent, a generic method to automatically extend specialize","authors_text":"Deqing Yang, Dongsheng Li, Jiangjie Chen, Kaitao Song, Siyu Yuan, Xu Tan","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2024-06-20T11:49:23Z","title":"EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.14228","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:a4c41739efabdf48c63f5ec630da6b00d9e653874fc7f96494738548fb7c896e","target":"record","created_at":"2026-07-05T10:27:11Z","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":"9561ae54900a149aa59bae6f614f2e8b15cc5cac7d8c3aa2241275fa1c6363b4","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2024-06-20T11:49:23Z","title_canon_sha256":"59e95763b72521ff8d43974358afc71146e8343fafebd6f79ab2c831ef8e892d"},"schema_version":"1.0","source":{"id":"2406.14228","kind":"arxiv","version":3}},"canonical_sha256":"01f6e0aa3bc7420bdb1356b42f9e4439ad4ce76eb56d2b8759a91b61758d8e0c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"01f6e0aa3bc7420bdb1356b42f9e4439ad4ce76eb56d2b8759a91b61758d8e0c","first_computed_at":"2026-07-05T10:27:11.516238Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:27:11.516238Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"XMdrAv0W+W4h2ximWo7xpFpH9U1IM363qaz4KqUY5dr8/7vwpA1W6ZCPOO/vj2xlZH+p66X4xlimdo4mQAp/AQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:27:11.516882Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.14228","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a4c41739efabdf48c63f5ec630da6b00d9e653874fc7f96494738548fb7c896e","sha256:56b19885f2fbea6ab461e781fa6737b70dda8dcf5f8ca579faba29b5964d4df8"],"state_sha256":"13c69f4b5bf9a24439c387d7ba019bc6c82d2a43356f15362526c956850f7834"}