{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:FSCQXLQK44TLIAIAMHP7RPHHCE","short_pith_number":"pith:FSCQXLQK","canonical_record":{"source":{"id":"2602.08567","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2026-02-09T12:06:07Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"f91abadd8d9dda2807f1e146efbe36f5d53f9b1a20d8c9f7f75ef26aaad6a9e4","abstract_canon_sha256":"f1b68f907698cdcbf360a62ebb25152e2d175ed5df62a8eebecac4e9b5ac8815"},"schema_version":"1.0"},"canonical_sha256":"2c850bae0ae726b4010061dff8bce7113899eed5b5f27ead07eaa7a5a7f3d6fb","source":{"kind":"arxiv","id":"2602.08567","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2602.08567","created_at":"2026-05-29T01:05:04Z"},{"alias_kind":"arxiv_version","alias_value":"2602.08567v2","created_at":"2026-05-29T01:05:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2602.08567","created_at":"2026-05-29T01:05:04Z"},{"alias_kind":"pith_short_12","alias_value":"FSCQXLQK44TL","created_at":"2026-05-29T01:05:04Z"},{"alias_kind":"pith_short_16","alias_value":"FSCQXLQK44TLIAIA","created_at":"2026-05-29T01:05:04Z"},{"alias_kind":"pith_short_8","alias_value":"FSCQXLQK","created_at":"2026-05-29T01:05:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:FSCQXLQK44TLIAIAMHP7RPHHCE","target":"record","payload":{"canonical_record":{"source":{"id":"2602.08567","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2026-02-09T12:06:07Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"f91abadd8d9dda2807f1e146efbe36f5d53f9b1a20d8c9f7f75ef26aaad6a9e4","abstract_canon_sha256":"f1b68f907698cdcbf360a62ebb25152e2d175ed5df62a8eebecac4e9b5ac8815"},"schema_version":"1.0"},"canonical_sha256":"2c850bae0ae726b4010061dff8bce7113899eed5b5f27ead07eaa7a5a7f3d6fb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-29T01:05:04.157602Z","signature_b64":"gO/LzxAp1zvfIrNzVVY0+SNxnqM730PYVLGZ9hYmFnAck6O14hqrVIWmcoP7/enLp/62E5mdnGT8cN4hJJ8mAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2c850bae0ae726b4010061dff8bce7113899eed5b5f27ead07eaa7a5a7f3d6fb","last_reissued_at":"2026-05-29T01:05:04.156528Z","signature_status":"signed_v1","first_computed_at":"2026-05-29T01:05:04.156528Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2602.08567","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-29T01:05:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ezBMGAuRwwayOGGPA4Jj/hWR9gQr1sGZySqBwbGMC/vOwduB1j4sH0sUY2m/g0oVVckcFAKrYwoxlni2uCp0AA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-10T08:43:43.111553Z"},"content_sha256":"9538a159f6c54b02233754585a871b01a6a7b1357ddad0c858713e2b62013093","schema_version":"1.0","event_id":"sha256:9538a159f6c54b02233754585a871b01a6a7b1357ddad0c858713e2b62013093"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:FSCQXLQK44TLIAIAMHP7RPHHCE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"ValueFlow: Measuring the Propagation of Value Perturbations in Multi-Agent LLM Systems","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.CL"],"primary_cat":"cs.MA","authors_text":"Chuke Liu, Hua Shen, Jinnuo Liu","submitted_at":"2026-02-09T12:06:07Z","abstract_excerpt":"Multi-agent large language model (LLM) systems increasingly consist of agents that observe and respond to one another's outputs. While value alignment is typically evaluated for isolated models, how value perturbations propagate through agent interactions remains poorly understood. We present ValueFlow, a perturbation-based framework that measures value drift in multi-agent systems via a 56-value valuation dataset derived from the Schwartz Value Survey, with agent value orientations scored using an LLM-as-a-judge protocol. ValueFlow decomposes value drift into agent-level response behavior and"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2602.08567","kind":"arxiv","version":2},"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/2602.08567/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":"2026-05-29T01:05:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"d/YYoSHuSGIaYQqdBaFWaR1HLIuuctpLn5U9ufoegcdNZbAgE/AHnOBDB/Z2A8z1rY+wI7gKktkLVisaYE1xDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-10T08:43:43.112342Z"},"content_sha256":"4829138128bda900d64daa3bafe1929b3869728ff711c505e16b57b07d033bc0","schema_version":"1.0","event_id":"sha256:4829138128bda900d64daa3bafe1929b3869728ff711c505e16b57b07d033bc0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FSCQXLQK44TLIAIAMHP7RPHHCE/bundle.json","state_url":"https://pith.science/pith/FSCQXLQK44TLIAIAMHP7RPHHCE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FSCQXLQK44TLIAIAMHP7RPHHCE/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":"2026-06-10T08:43:43Z","links":{"resolver":"https://pith.science/pith/FSCQXLQK44TLIAIAMHP7RPHHCE","bundle":"https://pith.science/pith/FSCQXLQK44TLIAIAMHP7RPHHCE/bundle.json","state":"https://pith.science/pith/FSCQXLQK44TLIAIAMHP7RPHHCE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FSCQXLQK44TLIAIAMHP7RPHHCE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:FSCQXLQK44TLIAIAMHP7RPHHCE","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":"f1b68f907698cdcbf360a62ebb25152e2d175ed5df62a8eebecac4e9b5ac8815","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2026-02-09T12:06:07Z","title_canon_sha256":"f91abadd8d9dda2807f1e146efbe36f5d53f9b1a20d8c9f7f75ef26aaad6a9e4"},"schema_version":"1.0","source":{"id":"2602.08567","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2602.08567","created_at":"2026-05-29T01:05:04Z"},{"alias_kind":"arxiv_version","alias_value":"2602.08567v2","created_at":"2026-05-29T01:05:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2602.08567","created_at":"2026-05-29T01:05:04Z"},{"alias_kind":"pith_short_12","alias_value":"FSCQXLQK44TL","created_at":"2026-05-29T01:05:04Z"},{"alias_kind":"pith_short_16","alias_value":"FSCQXLQK44TLIAIA","created_at":"2026-05-29T01:05:04Z"},{"alias_kind":"pith_short_8","alias_value":"FSCQXLQK","created_at":"2026-05-29T01:05:04Z"}],"graph_snapshots":[{"event_id":"sha256:4829138128bda900d64daa3bafe1929b3869728ff711c505e16b57b07d033bc0","target":"graph","created_at":"2026-05-29T01:05:04Z","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/2602.08567/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Multi-agent large language model (LLM) systems increasingly consist of agents that observe and respond to one another's outputs. While value alignment is typically evaluated for isolated models, how value perturbations propagate through agent interactions remains poorly understood. We present ValueFlow, a perturbation-based framework that measures value drift in multi-agent systems via a 56-value valuation dataset derived from the Schwartz Value Survey, with agent value orientations scored using an LLM-as-a-judge protocol. ValueFlow decomposes value drift into agent-level response behavior and","authors_text":"Chuke Liu, Hua Shen, Jinnuo Liu","cross_cats":["cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2026-02-09T12:06:07Z","title":"ValueFlow: Measuring the Propagation of Value Perturbations in Multi-Agent LLM Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2602.08567","kind":"arxiv","version":2},"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":"sha256:9538a159f6c54b02233754585a871b01a6a7b1357ddad0c858713e2b62013093","target":"record","created_at":"2026-05-29T01:05:04Z","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":"f1b68f907698cdcbf360a62ebb25152e2d175ed5df62a8eebecac4e9b5ac8815","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2026-02-09T12:06:07Z","title_canon_sha256":"f91abadd8d9dda2807f1e146efbe36f5d53f9b1a20d8c9f7f75ef26aaad6a9e4"},"schema_version":"1.0","source":{"id":"2602.08567","kind":"arxiv","version":2}},"canonical_sha256":"2c850bae0ae726b4010061dff8bce7113899eed5b5f27ead07eaa7a5a7f3d6fb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2c850bae0ae726b4010061dff8bce7113899eed5b5f27ead07eaa7a5a7f3d6fb","first_computed_at":"2026-05-29T01:05:04.156528Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-29T01:05:04.156528Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gO/LzxAp1zvfIrNzVVY0+SNxnqM730PYVLGZ9hYmFnAck6O14hqrVIWmcoP7/enLp/62E5mdnGT8cN4hJJ8mAQ==","signature_status":"signed_v1","signed_at":"2026-05-29T01:05:04.157602Z","signed_message":"canonical_sha256_bytes"},"source_id":"2602.08567","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9538a159f6c54b02233754585a871b01a6a7b1357ddad0c858713e2b62013093","sha256:4829138128bda900d64daa3bafe1929b3869728ff711c505e16b57b07d033bc0"],"state_sha256":"8127d30c106566da4b307c25e9e36ca8166facc4afc92a73f39f5bcd1ad61eaf"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"21LucFn0bpeqyCIPhyk3SCPk6hFmYpnbu+GGE530+oXQBEgwnAWO5ud47RvyPW/NCVxuZ/FEcjDug3yCnvUfAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-10T08:43:43.116773Z","bundle_sha256":"ee72c9bed41eec5e64642c2e8ec4794a9800caf7e9512e6bf0adc62e02ca21a2"}}