{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:6WLRNZZYOEBMESPVXPAR3HMF3Z","short_pith_number":"pith:6WLRNZZY","canonical_record":{"source":{"id":"2506.18348","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-06-23T07:12:08Z","cross_cats_sorted":[],"title_canon_sha256":"a3d323d1c12c22cc0d6f66c17872feee36ae03d857a4a5440b5cf836a506b83a","abstract_canon_sha256":"3f49244022da8b7f1b6d70f48fc649ae26a972b2d0afcc69a3283fd3370981f8"},"schema_version":"1.0"},"canonical_sha256":"f59716e7387102c249f5bbc11d9d85de641c3051d6c9d78d5d381479cd270a34","source":{"kind":"arxiv","id":"2506.18348","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.18348","created_at":"2026-07-05T11:46:44Z"},{"alias_kind":"arxiv_version","alias_value":"2506.18348v3","created_at":"2026-07-05T11:46:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.18348","created_at":"2026-07-05T11:46:44Z"},{"alias_kind":"pith_short_12","alias_value":"6WLRNZZYOEBM","created_at":"2026-07-05T11:46:44Z"},{"alias_kind":"pith_short_16","alias_value":"6WLRNZZYOEBMESPV","created_at":"2026-07-05T11:46:44Z"},{"alias_kind":"pith_short_8","alias_value":"6WLRNZZY","created_at":"2026-07-05T11:46:44Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:6WLRNZZYOEBMESPVXPAR3HMF3Z","target":"record","payload":{"canonical_record":{"source":{"id":"2506.18348","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-06-23T07:12:08Z","cross_cats_sorted":[],"title_canon_sha256":"a3d323d1c12c22cc0d6f66c17872feee36ae03d857a4a5440b5cf836a506b83a","abstract_canon_sha256":"3f49244022da8b7f1b6d70f48fc649ae26a972b2d0afcc69a3283fd3370981f8"},"schema_version":"1.0"},"canonical_sha256":"f59716e7387102c249f5bbc11d9d85de641c3051d6c9d78d5d381479cd270a34","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:46:44.340469Z","signature_b64":"Bf+oTX1L2r198IpdYh0GKV6iWfy7YPd7BYvqYGFoq/BelzFDBupJ+vfH8TiGfUZkrvdVZBJuPSqi0+7NiSUbBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f59716e7387102c249f5bbc11d9d85de641c3051d6c9d78d5d381479cd270a34","last_reissued_at":"2026-07-05T11:46:44.339978Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:46:44.339978Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.18348","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":"2026-07-05T11:46:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"rkAtQczOIlfEo5/gyqnaYWx5a87+GYPPMGQNxfFOVR6gcAAIEIc0QpKQDQ0R4+VuGj/XNTCPETuFHxQI4H3hAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T20:23:29.463478Z"},"content_sha256":"cbabbbd5db8b8e5da33b45c71249de70663f8c304ed84600dbdf586c77516a23","schema_version":"1.0","event_id":"sha256:cbabbbd5db8b8e5da33b45c71249de70663f8c304ed84600dbdf586c77516a23"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:6WLRNZZYOEBMESPVXPAR3HMF3Z","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Honggang Qi, Li Fan, Nanqing Dong, Shixiang Tang, Wanli Ouyang, Wei Liu, Weilun Yu, Xiaoli Diao, Xi Chen, Yonggui Huang","submitted_at":"2025-06-23T07:12:08Z","abstract_excerpt":"Scientific progress increasingly relies on effective collaboration among researchers, a dynamic that large language models (LLMs) have only begun to emulate. While recent LLM-based scientist agents show promise in autonomous scientific discovery, they often lack the interactive reasoning and evaluation mechanisms essential to real-world research. We propose IDVSCI (Internal Discussion and Vote SCIentists), a multi-agent framework built on LLMs that incorporates two key innovations: a Dynamic Knowledge Exchange mechanism enabling iterative feedback among agents, and a Dual-Diversity Review para"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.18348","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/2506.18348/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":"2026-07-05T11:46:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"vpt/xnW0BNMKBYIER0DPNHLzq2GBW82KXIWaKCP+UtgDhRVKE6gfifP6ogWwztF/af+H7xRgmnQVvcixnPeLDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T20:23:29.463952Z"},"content_sha256":"4ee5d28b01bc7e7ea37aaacc1ee630879ab7bb4da8ee1e6a1c26fc561a565747","schema_version":"1.0","event_id":"sha256:4ee5d28b01bc7e7ea37aaacc1ee630879ab7bb4da8ee1e6a1c26fc561a565747"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6WLRNZZYOEBMESPVXPAR3HMF3Z/bundle.json","state_url":"https://pith.science/pith/6WLRNZZYOEBMESPVXPAR3HMF3Z/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6WLRNZZYOEBMESPVXPAR3HMF3Z/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":"2026-08-04T20:23:29Z","links":{"resolver":"https://pith.science/pith/6WLRNZZYOEBMESPVXPAR3HMF3Z","bundle":"https://pith.science/pith/6WLRNZZYOEBMESPVXPAR3HMF3Z/bundle.json","state":"https://pith.science/pith/6WLRNZZYOEBMESPVXPAR3HMF3Z/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6WLRNZZYOEBMESPVXPAR3HMF3Z/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:6WLRNZZYOEBMESPVXPAR3HMF3Z","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":"3f49244022da8b7f1b6d70f48fc649ae26a972b2d0afcc69a3283fd3370981f8","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-06-23T07:12:08Z","title_canon_sha256":"a3d323d1c12c22cc0d6f66c17872feee36ae03d857a4a5440b5cf836a506b83a"},"schema_version":"1.0","source":{"id":"2506.18348","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.18348","created_at":"2026-07-05T11:46:44Z"},{"alias_kind":"arxiv_version","alias_value":"2506.18348v3","created_at":"2026-07-05T11:46:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.18348","created_at":"2026-07-05T11:46:44Z"},{"alias_kind":"pith_short_12","alias_value":"6WLRNZZYOEBM","created_at":"2026-07-05T11:46:44Z"},{"alias_kind":"pith_short_16","alias_value":"6WLRNZZYOEBMESPV","created_at":"2026-07-05T11:46:44Z"},{"alias_kind":"pith_short_8","alias_value":"6WLRNZZY","created_at":"2026-07-05T11:46:44Z"}],"graph_snapshots":[{"event_id":"sha256:4ee5d28b01bc7e7ea37aaacc1ee630879ab7bb4da8ee1e6a1c26fc561a565747","target":"graph","created_at":"2026-07-05T11:46:44Z","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/2506.18348/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Scientific progress increasingly relies on effective collaboration among researchers, a dynamic that large language models (LLMs) have only begun to emulate. While recent LLM-based scientist agents show promise in autonomous scientific discovery, they often lack the interactive reasoning and evaluation mechanisms essential to real-world research. We propose IDVSCI (Internal Discussion and Vote SCIentists), a multi-agent framework built on LLMs that incorporates two key innovations: a Dynamic Knowledge Exchange mechanism enabling iterative feedback among agents, and a Dual-Diversity Review para","authors_text":"Honggang Qi, Li Fan, Nanqing Dong, Shixiang Tang, Wanli Ouyang, Wei Liu, Weilun Yu, Xiaoli Diao, Xi Chen, Yonggui Huang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-06-23T07:12:08Z","title":"Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.18348","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:cbabbbd5db8b8e5da33b45c71249de70663f8c304ed84600dbdf586c77516a23","target":"record","created_at":"2026-07-05T11:46:44Z","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":"3f49244022da8b7f1b6d70f48fc649ae26a972b2d0afcc69a3283fd3370981f8","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-06-23T07:12:08Z","title_canon_sha256":"a3d323d1c12c22cc0d6f66c17872feee36ae03d857a4a5440b5cf836a506b83a"},"schema_version":"1.0","source":{"id":"2506.18348","kind":"arxiv","version":3}},"canonical_sha256":"f59716e7387102c249f5bbc11d9d85de641c3051d6c9d78d5d381479cd270a34","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f59716e7387102c249f5bbc11d9d85de641c3051d6c9d78d5d381479cd270a34","first_computed_at":"2026-07-05T11:46:44.339978Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:46:44.339978Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Bf+oTX1L2r198IpdYh0GKV6iWfy7YPd7BYvqYGFoq/BelzFDBupJ+vfH8TiGfUZkrvdVZBJuPSqi0+7NiSUbBg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:46:44.340469Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.18348","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cbabbbd5db8b8e5da33b45c71249de70663f8c304ed84600dbdf586c77516a23","sha256:4ee5d28b01bc7e7ea37aaacc1ee630879ab7bb4da8ee1e6a1c26fc561a565747"],"state_sha256":"85beb431546db1887da2782f5546f34da4e3acec77bb2b701ec69e0d45a92f8b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"O1pur6NEVcNbD5235wKwUfoOO9ZUqjNsongRt57MIVvqYrSXrOeXbyibnTSgTOEbv3mQafOcvM2bEiBMCo/2Bg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T20:23:29.468014Z","bundle_sha256":"ab92f4f2d0a72839ff95a0bd2fab690632373291a114088711bd202b7a4960c8"}}