{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2012:YAF7ORCKLFTZQ6I2IZKABE4HUH","short_pith_number":"pith:YAF7ORCK","canonical_record":{"source":{"id":"1211.2291","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2012-11-10T05:31:48Z","cross_cats_sorted":["math.IT","math.ST","stat.TH"],"title_canon_sha256":"d15b980460e87c1996fc3509ec6b7d4a9bd3d3177ea2e8ffa33eb1ae6d85561f","abstract_canon_sha256":"6b78879387e72d09bae12ffc2ae0ecbf656e676f9b118d02605f6c059a3244b9"},"schema_version":"1.0"},"canonical_sha256":"c00bf7444a596798791a4654009387a1c5cf3bc236dae31f2a4da86a641a8bc8","source":{"kind":"arxiv","id":"1211.2291","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1211.2291","created_at":"2026-05-18T01:53:17Z"},{"alias_kind":"arxiv_version","alias_value":"1211.2291v1","created_at":"2026-05-18T01:53:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1211.2291","created_at":"2026-05-18T01:53:17Z"},{"alias_kind":"pith_short_12","alias_value":"YAF7ORCKLFTZ","created_at":"2026-05-18T12:27:27Z"},{"alias_kind":"pith_short_16","alias_value":"YAF7ORCKLFTZQ6I2","created_at":"2026-05-18T12:27:27Z"},{"alias_kind":"pith_short_8","alias_value":"YAF7ORCK","created_at":"2026-05-18T12:27:27Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2012:YAF7ORCKLFTZQ6I2IZKABE4HUH","target":"record","payload":{"canonical_record":{"source":{"id":"1211.2291","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2012-11-10T05:31:48Z","cross_cats_sorted":["math.IT","math.ST","stat.TH"],"title_canon_sha256":"d15b980460e87c1996fc3509ec6b7d4a9bd3d3177ea2e8ffa33eb1ae6d85561f","abstract_canon_sha256":"6b78879387e72d09bae12ffc2ae0ecbf656e676f9b118d02605f6c059a3244b9"},"schema_version":"1.0"},"canonical_sha256":"c00bf7444a596798791a4654009387a1c5cf3bc236dae31f2a4da86a641a8bc8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T01:53:17.192461Z","signature_b64":"0/FkdyDv4MJ/XaUjrk3DDsjo/QkG1jzw6nK5U1TJvuEmpP/VhRSVhBuws6gSWUkR/FpZDcqlrAq7UoQPAAgpCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c00bf7444a596798791a4654009387a1c5cf3bc236dae31f2a4da86a641a8bc8","last_reissued_at":"2026-05-18T01:53:17.191934Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T01:53:17.191934Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1211.2291","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T01:53:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"csgljNuL2ESnojfWLVthjSo3t5/AiMASHIxsE7tna9VoPD3DcipEW+VmIiiDi+wIW2WzqPVtQGEz+FxZGWEEBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-08T01:53:06.247963Z"},"content_sha256":"6bcd4ac1a87d929f0d08f63476d81f5b2694ceee7e8a46c75c5af5c2ea38c02e","schema_version":"1.0","event_id":"sha256:6bcd4ac1a87d929f0d08f63476d81f5b2694ceee7e8a46c75c5af5c2ea38c02e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2012:YAF7ORCKLFTZQ6I2IZKABE4HUH","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Sequentiality and Adaptivity Gains in Active Hypothesis Testing","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["math.IT","math.ST","stat.TH"],"primary_cat":"cs.IT","authors_text":"Mohammad Naghshvar, Tara Javidi","submitted_at":"2012-11-10T05:31:48Z","abstract_excerpt":"Consider a decision maker who is responsible to collect observations so as to enhance his information in a speedy manner about an underlying phenomena of interest. The policies under which the decision maker selects sensing actions can be categorized based on the following two factors: i) sequential vs. non-sequential; ii) adaptive vs. non-adaptive. Non-sequential policies collect a fixed number of observation samples and make the final decision afterwards; while under sequential policies, the sample size is not known initially and is determined by the observation outcomes. Under adaptive poli"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1211.2291","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"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":"2026-05-18T01:53:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"9QNAR1wy9/oYew36Xden2qKhOgzYUfZ6L5hIkIPh8y1n31VXbEFzA4+z2dY/QKB05MfG6ds/h2HsHpFbsjJFCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-08T01:53:06.248636Z"},"content_sha256":"29eca77555eb799b51845f34cd8768d68459d8b49e901ebb1f6562dadf0f60ee","schema_version":"1.0","event_id":"sha256:29eca77555eb799b51845f34cd8768d68459d8b49e901ebb1f6562dadf0f60ee"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/YAF7ORCKLFTZQ6I2IZKABE4HUH/bundle.json","state_url":"https://pith.science/pith/YAF7ORCKLFTZQ6I2IZKABE4HUH/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/YAF7ORCKLFTZQ6I2IZKABE4HUH/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":"2026-06-08T01:53:06Z","links":{"resolver":"https://pith.science/pith/YAF7ORCKLFTZQ6I2IZKABE4HUH","bundle":"https://pith.science/pith/YAF7ORCKLFTZQ6I2IZKABE4HUH/bundle.json","state":"https://pith.science/pith/YAF7ORCKLFTZQ6I2IZKABE4HUH/state.json","well_known_bundle":"https://pith.science/.well-known/pith/YAF7ORCKLFTZQ6I2IZKABE4HUH/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2012:YAF7ORCKLFTZQ6I2IZKABE4HUH","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":"6b78879387e72d09bae12ffc2ae0ecbf656e676f9b118d02605f6c059a3244b9","cross_cats_sorted":["math.IT","math.ST","stat.TH"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2012-11-10T05:31:48Z","title_canon_sha256":"d15b980460e87c1996fc3509ec6b7d4a9bd3d3177ea2e8ffa33eb1ae6d85561f"},"schema_version":"1.0","source":{"id":"1211.2291","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1211.2291","created_at":"2026-05-18T01:53:17Z"},{"alias_kind":"arxiv_version","alias_value":"1211.2291v1","created_at":"2026-05-18T01:53:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1211.2291","created_at":"2026-05-18T01:53:17Z"},{"alias_kind":"pith_short_12","alias_value":"YAF7ORCKLFTZ","created_at":"2026-05-18T12:27:27Z"},{"alias_kind":"pith_short_16","alias_value":"YAF7ORCKLFTZQ6I2","created_at":"2026-05-18T12:27:27Z"},{"alias_kind":"pith_short_8","alias_value":"YAF7ORCK","created_at":"2026-05-18T12:27:27Z"}],"graph_snapshots":[{"event_id":"sha256:29eca77555eb799b51845f34cd8768d68459d8b49e901ebb1f6562dadf0f60ee","target":"graph","created_at":"2026-05-18T01:53:17Z","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"},"paper":{"abstract_excerpt":"Consider a decision maker who is responsible to collect observations so as to enhance his information in a speedy manner about an underlying phenomena of interest. The policies under which the decision maker selects sensing actions can be categorized based on the following two factors: i) sequential vs. non-sequential; ii) adaptive vs. non-adaptive. Non-sequential policies collect a fixed number of observation samples and make the final decision afterwards; while under sequential policies, the sample size is not known initially and is determined by the observation outcomes. Under adaptive poli","authors_text":"Mohammad Naghshvar, Tara Javidi","cross_cats":["math.IT","math.ST","stat.TH"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2012-11-10T05:31:48Z","title":"Sequentiality and Adaptivity Gains in Active Hypothesis Testing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1211.2291","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":"sha256:6bcd4ac1a87d929f0d08f63476d81f5b2694ceee7e8a46c75c5af5c2ea38c02e","target":"record","created_at":"2026-05-18T01:53:17Z","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":"6b78879387e72d09bae12ffc2ae0ecbf656e676f9b118d02605f6c059a3244b9","cross_cats_sorted":["math.IT","math.ST","stat.TH"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2012-11-10T05:31:48Z","title_canon_sha256":"d15b980460e87c1996fc3509ec6b7d4a9bd3d3177ea2e8ffa33eb1ae6d85561f"},"schema_version":"1.0","source":{"id":"1211.2291","kind":"arxiv","version":1}},"canonical_sha256":"c00bf7444a596798791a4654009387a1c5cf3bc236dae31f2a4da86a641a8bc8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c00bf7444a596798791a4654009387a1c5cf3bc236dae31f2a4da86a641a8bc8","first_computed_at":"2026-05-18T01:53:17.191934Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:53:17.191934Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"0/FkdyDv4MJ/XaUjrk3DDsjo/QkG1jzw6nK5U1TJvuEmpP/VhRSVhBuws6gSWUkR/FpZDcqlrAq7UoQPAAgpCg==","signature_status":"signed_v1","signed_at":"2026-05-18T01:53:17.192461Z","signed_message":"canonical_sha256_bytes"},"source_id":"1211.2291","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6bcd4ac1a87d929f0d08f63476d81f5b2694ceee7e8a46c75c5af5c2ea38c02e","sha256:29eca77555eb799b51845f34cd8768d68459d8b49e901ebb1f6562dadf0f60ee"],"state_sha256":"3cbdcabf1476b606f163f9f6a6a851df2ad82754d2e2e816653207a55b8c4b6d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QFHCodAwxxGteC9A3tGSNjNgvp73SUMiZ6aWmLX+JWO9HTdL9HoiKt1WllFJvLxR8tS37fulrzDzBmW/vFXwCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-08T01:53:06.252132Z","bundle_sha256":"671535ac5189c533d3ccbc61dc248eac3a3cb081172831b6622143c9ec2632cf"}}