{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2017:4OOBHC7TEVSENAM4GFY6DKHTES","short_pith_number":"pith:4OOBHC7T","canonical_record":{"source":{"id":"1710.02869","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-10-08T18:48:48Z","cross_cats_sorted":["cs.LG","stat.ML"],"title_canon_sha256":"0c8aa39bb3c14cf25b9ed7790f09e02e9dc3292b8f61e18b32ead1a12d6ddf8c","abstract_canon_sha256":"07d57ce4522facc720734e2f21a0756c4e41a31375735af47260d26d6afffc64"},"schema_version":"1.0"},"canonical_sha256":"e39c138bf3256446819c3171e1a8f324a3b5b407ae144f397fc0cb855d789d8e","source":{"kind":"arxiv","id":"1710.02869","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1710.02869","created_at":"2026-05-18T00:22:05Z"},{"alias_kind":"arxiv_version","alias_value":"1710.02869v2","created_at":"2026-05-18T00:22:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1710.02869","created_at":"2026-05-18T00:22:05Z"},{"alias_kind":"pith_short_12","alias_value":"4OOBHC7TEVSE","created_at":"2026-05-18T12:31:00Z"},{"alias_kind":"pith_short_16","alias_value":"4OOBHC7TEVSENAM4","created_at":"2026-05-18T12:31:00Z"},{"alias_kind":"pith_short_8","alias_value":"4OOBHC7T","created_at":"2026-05-18T12:31:00Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2017:4OOBHC7TEVSENAM4GFY6DKHTES","target":"record","payload":{"canonical_record":{"source":{"id":"1710.02869","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-10-08T18:48:48Z","cross_cats_sorted":["cs.LG","stat.ML"],"title_canon_sha256":"0c8aa39bb3c14cf25b9ed7790f09e02e9dc3292b8f61e18b32ead1a12d6ddf8c","abstract_canon_sha256":"07d57ce4522facc720734e2f21a0756c4e41a31375735af47260d26d6afffc64"},"schema_version":"1.0"},"canonical_sha256":"e39c138bf3256446819c3171e1a8f324a3b5b407ae144f397fc0cb855d789d8e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:22:05.609095Z","signature_b64":"onIUvVTEMahvdEXwxLVFfCiQ7/jw1XWXln+Qd5pNNdNJPr1hpPn84zLuGrz0Nt2coYo2EEwN9eUMLvzCG5x8Aw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e39c138bf3256446819c3171e1a8f324a3b5b407ae144f397fc0cb855d789d8e","last_reissued_at":"2026-05-18T00:22:05.608483Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:22:05.608483Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1710.02869","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":"2026-05-18T00:22:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"z/ou2IOzdUouOfsaa67NsK8IJgeI8MBBwwZH/GZu9N+XZ/+ztoRQXEiTPpcQAywZju9d8opfr/qiI6WMKb0EBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-03T07:22:08.869488Z"},"content_sha256":"331a10f517ec459b777d881f2c72bf872dfa7c22dbe52a5c4c3ed12b09b7efef","schema_version":"1.0","event_id":"sha256:331a10f517ec459b777d881f2c72bf872dfa7c22dbe52a5c4c3ed12b09b7efef"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2017:4OOBHC7TEVSENAM4GFY6DKHTES","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"An Analysis of the Value of Information when Exploring Stochastic, Discrete Multi-Armed Bandits","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","stat.ML"],"primary_cat":"cs.AI","authors_text":"Isaac J. Sledge, Jose C. Principe","submitted_at":"2017-10-08T18:48:48Z","abstract_excerpt":"In this paper, we propose an information-theoretic exploration strategy for stochastic, discrete multi-armed bandits that achieves optimal regret. Our strategy is based on the value of information criterion. This criterion measures the trade-off between policy information and obtainable rewards. High amounts of policy information are associated with exploration-dominant searches of the space and yield high rewards. Low amounts of policy information favor the exploitation of existing knowledge. Information, in this criterion, is quantified by a parameter that can be varied during search. We dem"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1710.02869","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":""},"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":"2026-05-18T00:22:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lzIe8zJJSCs4JUauneu+PhpDJKmUNxPDZs6kSeHTainR6WT9r9MIHlR9bx8ZPzvkdruSk93VP47gqIIAoPJOCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-03T07:22:08.869828Z"},"content_sha256":"45bf29e57faf45884afea39cf599178d96c3cc4d4ab8695b9d7f3c50de38c5ee","schema_version":"1.0","event_id":"sha256:45bf29e57faf45884afea39cf599178d96c3cc4d4ab8695b9d7f3c50de38c5ee"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4OOBHC7TEVSENAM4GFY6DKHTES/bundle.json","state_url":"https://pith.science/pith/4OOBHC7TEVSENAM4GFY6DKHTES/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4OOBHC7TEVSENAM4GFY6DKHTES/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":"2026-06-03T07:22:08Z","links":{"resolver":"https://pith.science/pith/4OOBHC7TEVSENAM4GFY6DKHTES","bundle":"https://pith.science/pith/4OOBHC7TEVSENAM4GFY6DKHTES/bundle.json","state":"https://pith.science/pith/4OOBHC7TEVSENAM4GFY6DKHTES/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4OOBHC7TEVSENAM4GFY6DKHTES/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:4OOBHC7TEVSENAM4GFY6DKHTES","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":"07d57ce4522facc720734e2f21a0756c4e41a31375735af47260d26d6afffc64","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-10-08T18:48:48Z","title_canon_sha256":"0c8aa39bb3c14cf25b9ed7790f09e02e9dc3292b8f61e18b32ead1a12d6ddf8c"},"schema_version":"1.0","source":{"id":"1710.02869","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1710.02869","created_at":"2026-05-18T00:22:05Z"},{"alias_kind":"arxiv_version","alias_value":"1710.02869v2","created_at":"2026-05-18T00:22:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1710.02869","created_at":"2026-05-18T00:22:05Z"},{"alias_kind":"pith_short_12","alias_value":"4OOBHC7TEVSE","created_at":"2026-05-18T12:31:00Z"},{"alias_kind":"pith_short_16","alias_value":"4OOBHC7TEVSENAM4","created_at":"2026-05-18T12:31:00Z"},{"alias_kind":"pith_short_8","alias_value":"4OOBHC7T","created_at":"2026-05-18T12:31:00Z"}],"graph_snapshots":[{"event_id":"sha256:45bf29e57faf45884afea39cf599178d96c3cc4d4ab8695b9d7f3c50de38c5ee","target":"graph","created_at":"2026-05-18T00:22:05Z","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":"In this paper, we propose an information-theoretic exploration strategy for stochastic, discrete multi-armed bandits that achieves optimal regret. Our strategy is based on the value of information criterion. This criterion measures the trade-off between policy information and obtainable rewards. High amounts of policy information are associated with exploration-dominant searches of the space and yield high rewards. Low amounts of policy information favor the exploitation of existing knowledge. Information, in this criterion, is quantified by a parameter that can be varied during search. We dem","authors_text":"Isaac J. Sledge, Jose C. Principe","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-10-08T18:48:48Z","title":"An Analysis of the Value of Information when Exploring Stochastic, Discrete Multi-Armed Bandits"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1710.02869","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":"sha256:331a10f517ec459b777d881f2c72bf872dfa7c22dbe52a5c4c3ed12b09b7efef","target":"record","created_at":"2026-05-18T00:22:05Z","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":"07d57ce4522facc720734e2f21a0756c4e41a31375735af47260d26d6afffc64","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-10-08T18:48:48Z","title_canon_sha256":"0c8aa39bb3c14cf25b9ed7790f09e02e9dc3292b8f61e18b32ead1a12d6ddf8c"},"schema_version":"1.0","source":{"id":"1710.02869","kind":"arxiv","version":2}},"canonical_sha256":"e39c138bf3256446819c3171e1a8f324a3b5b407ae144f397fc0cb855d789d8e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e39c138bf3256446819c3171e1a8f324a3b5b407ae144f397fc0cb855d789d8e","first_computed_at":"2026-05-18T00:22:05.608483Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:22:05.608483Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"onIUvVTEMahvdEXwxLVFfCiQ7/jw1XWXln+Qd5pNNdNJPr1hpPn84zLuGrz0Nt2coYo2EEwN9eUMLvzCG5x8Aw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:22:05.609095Z","signed_message":"canonical_sha256_bytes"},"source_id":"1710.02869","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:331a10f517ec459b777d881f2c72bf872dfa7c22dbe52a5c4c3ed12b09b7efef","sha256:45bf29e57faf45884afea39cf599178d96c3cc4d4ab8695b9d7f3c50de38c5ee"],"state_sha256":"7547ef277894f8804a0909bfb28393f31283f4207c12a6be6ac14091a9fc79cc"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"a4vl9/fIXt6sslmtI5oLl2LVqqhMMyJJLjHMweqME87DymFVwmANmv5xtLm1BaTj/KSWPJZ0JlbrWVODUtgKCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-03T07:22:08.871893Z","bundle_sha256":"409a3379597274d3f176cd5682b7e616c6dae650458d8b3ab382507af601d339"}}