{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:S6Q5A355H5MH37GJFIQE3PYS4Q","short_pith_number":"pith:S6Q5A355","canonical_record":{"source":{"id":"2205.11561","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2022-05-23T18:21:07Z","cross_cats_sorted":["econ.TH","stat.TH"],"title_canon_sha256":"531143420219ddfe042db19df6e332620e4429d2c65b74f7165d4e9b18fab392","abstract_canon_sha256":"1867671cd16fb72d27ff65efb0f87777e4dc3285709ffd6c74abca62642dafe9"},"schema_version":"1.0"},"canonical_sha256":"97a1d06fbd3f587dfcc92a204dbf12e43fc26161d80a03e0c8f3d3546abfb09e","source":{"kind":"arxiv","id":"2205.11561","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2205.11561","created_at":"2026-07-05T06:39:29Z"},{"alias_kind":"arxiv_version","alias_value":"2205.11561v3","created_at":"2026-07-05T06:39:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2205.11561","created_at":"2026-07-05T06:39:29Z"},{"alias_kind":"pith_short_12","alias_value":"S6Q5A355H5MH","created_at":"2026-07-05T06:39:29Z"},{"alias_kind":"pith_short_16","alias_value":"S6Q5A355H5MH37GJ","created_at":"2026-07-05T06:39:29Z"},{"alias_kind":"pith_short_8","alias_value":"S6Q5A355","created_at":"2026-07-05T06:39:29Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:S6Q5A355H5MH37GJFIQE3PYS4Q","target":"record","payload":{"canonical_record":{"source":{"id":"2205.11561","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2022-05-23T18:21:07Z","cross_cats_sorted":["econ.TH","stat.TH"],"title_canon_sha256":"531143420219ddfe042db19df6e332620e4429d2c65b74f7165d4e9b18fab392","abstract_canon_sha256":"1867671cd16fb72d27ff65efb0f87777e4dc3285709ffd6c74abca62642dafe9"},"schema_version":"1.0"},"canonical_sha256":"97a1d06fbd3f587dfcc92a204dbf12e43fc26161d80a03e0c8f3d3546abfb09e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:39:29.401969Z","signature_b64":"pdqTKzRDLKgGbYQRn64kmVjnOYkSBQtdxsyVQcXJGkFRxRt6vFiT7DcWiEiY2Rk3XbM6KmmEupydPt/z/sDDDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"97a1d06fbd3f587dfcc92a204dbf12e43fc26161d80a03e0c8f3d3546abfb09e","last_reissued_at":"2026-07-05T06:39:29.401407Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:39:29.401407Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2205.11561","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":"2026-07-05T06:39:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gP3o36DItu28W+fKPx/IhsHUpxTpVoNFR3UieCwvw5AbBO7Gky70dtiHdeCLCUjjGV+X8dQF/3PIoa7qI/LyBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T20:53:14.900739Z"},"content_sha256":"ad27b48fcd8742f6b641bbadee1bcc320b79fa333d3ef784c5f63bce84c88474","schema_version":"1.0","event_id":"sha256:ad27b48fcd8742f6b641bbadee1bcc320b79fa333d3ef784c5f63bce84c88474"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:S6Q5A355H5MH37GJFIQE3PYS4Q","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Agreement and Statistical Efficiency in Bayesian Perception Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["econ.TH","stat.TH"],"primary_cat":"math.ST","authors_text":"Elchanan Mossel, Yash Deshpande, Youngtak Sohn","submitted_at":"2022-05-23T18:21:07Z","abstract_excerpt":"Bayesian models of group learning are studied in Economics since the 1970s. and more recently in computational linguistics. The models from Economics postulate that agents maximize utility in their communication and actions. The Economics models do not explain the ``probability matching\" phenomena that are observed in many experimental studies. To address these observations, Bayesian models that do not formally fit into the economic utility maximization framework were introduced. In these models individuals sample from their posteriors in communication. In this work we study the asymptotic beh"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2205.11561","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/2205.11561/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":"2026-07-05T06:39:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"29dHrJvzFrYbDnVqY4IuUBqwJVYsGRSi6G+j1DR32vSisPsVP3lgxZAh58EeDR+MZmleRW6kNZVYfAaIhSP8BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T20:53:14.901306Z"},"content_sha256":"671c60294f3703f66aec94a65d63c5c0c33824c63661284254d12d77c3c97808","schema_version":"1.0","event_id":"sha256:671c60294f3703f66aec94a65d63c5c0c33824c63661284254d12d77c3c97808"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/S6Q5A355H5MH37GJFIQE3PYS4Q/bundle.json","state_url":"https://pith.science/pith/S6Q5A355H5MH37GJFIQE3PYS4Q/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/S6Q5A355H5MH37GJFIQE3PYS4Q/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":"2026-08-19T20:53:14Z","links":{"resolver":"https://pith.science/pith/S6Q5A355H5MH37GJFIQE3PYS4Q","bundle":"https://pith.science/pith/S6Q5A355H5MH37GJFIQE3PYS4Q/bundle.json","state":"https://pith.science/pith/S6Q5A355H5MH37GJFIQE3PYS4Q/state.json","well_known_bundle":"https://pith.science/.well-known/pith/S6Q5A355H5MH37GJFIQE3PYS4Q/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:S6Q5A355H5MH37GJFIQE3PYS4Q","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":"1867671cd16fb72d27ff65efb0f87777e4dc3285709ffd6c74abca62642dafe9","cross_cats_sorted":["econ.TH","stat.TH"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2022-05-23T18:21:07Z","title_canon_sha256":"531143420219ddfe042db19df6e332620e4429d2c65b74f7165d4e9b18fab392"},"schema_version":"1.0","source":{"id":"2205.11561","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2205.11561","created_at":"2026-07-05T06:39:29Z"},{"alias_kind":"arxiv_version","alias_value":"2205.11561v3","created_at":"2026-07-05T06:39:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2205.11561","created_at":"2026-07-05T06:39:29Z"},{"alias_kind":"pith_short_12","alias_value":"S6Q5A355H5MH","created_at":"2026-07-05T06:39:29Z"},{"alias_kind":"pith_short_16","alias_value":"S6Q5A355H5MH37GJ","created_at":"2026-07-05T06:39:29Z"},{"alias_kind":"pith_short_8","alias_value":"S6Q5A355","created_at":"2026-07-05T06:39:29Z"}],"graph_snapshots":[{"event_id":"sha256:671c60294f3703f66aec94a65d63c5c0c33824c63661284254d12d77c3c97808","target":"graph","created_at":"2026-07-05T06:39:29Z","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/2205.11561/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Bayesian models of group learning are studied in Economics since the 1970s. and more recently in computational linguistics. The models from Economics postulate that agents maximize utility in their communication and actions. The Economics models do not explain the ``probability matching\" phenomena that are observed in many experimental studies. To address these observations, Bayesian models that do not formally fit into the economic utility maximization framework were introduced. In these models individuals sample from their posteriors in communication. In this work we study the asymptotic beh","authors_text":"Elchanan Mossel, Yash Deshpande, Youngtak Sohn","cross_cats":["econ.TH","stat.TH"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2022-05-23T18:21:07Z","title":"Agreement and Statistical Efficiency in Bayesian Perception Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2205.11561","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:ad27b48fcd8742f6b641bbadee1bcc320b79fa333d3ef784c5f63bce84c88474","target":"record","created_at":"2026-07-05T06:39:29Z","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":"1867671cd16fb72d27ff65efb0f87777e4dc3285709ffd6c74abca62642dafe9","cross_cats_sorted":["econ.TH","stat.TH"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2022-05-23T18:21:07Z","title_canon_sha256":"531143420219ddfe042db19df6e332620e4429d2c65b74f7165d4e9b18fab392"},"schema_version":"1.0","source":{"id":"2205.11561","kind":"arxiv","version":3}},"canonical_sha256":"97a1d06fbd3f587dfcc92a204dbf12e43fc26161d80a03e0c8f3d3546abfb09e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"97a1d06fbd3f587dfcc92a204dbf12e43fc26161d80a03e0c8f3d3546abfb09e","first_computed_at":"2026-07-05T06:39:29.401407Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:39:29.401407Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"pdqTKzRDLKgGbYQRn64kmVjnOYkSBQtdxsyVQcXJGkFRxRt6vFiT7DcWiEiY2Rk3XbM6KmmEupydPt/z/sDDDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:39:29.401969Z","signed_message":"canonical_sha256_bytes"},"source_id":"2205.11561","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ad27b48fcd8742f6b641bbadee1bcc320b79fa333d3ef784c5f63bce84c88474","sha256:671c60294f3703f66aec94a65d63c5c0c33824c63661284254d12d77c3c97808"],"state_sha256":"9b73ef1e7233c12d467798f05c2585574f42fbc145e533f42feaf1e278dc74e3"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+YYM0WIYu/QzJub8AaNxG3BVXSk2C4H1W7DFg3Vu//dzZMRNb6fzySRjZCzfdgJhu+ZaK2qXUiHp4ckQBZIRBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T20:53:14.906605Z","bundle_sha256":"1bbc47acd3d946dac637f0f1699c283c30175a0382aa8d8564b69f14792b419f"}}