{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:4TGAMEXPQDVRTJZZSQL3FO6CEQ","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":"ef717804e3ae1deeba2193e58301b26dfdc571bfcfc41cb026eb4cba8275d7ff","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.GT","submitted_at":"2019-05-04T13:00:42Z","title_canon_sha256":"9ad42a103e85dea911887174870ae3d43361b2e0e2011ef6e5bf4cc84efddc97"},"schema_version":"1.0","source":{"id":"1905.02576","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1905.02576","created_at":"2026-05-17T23:46:51Z"},{"alias_kind":"arxiv_version","alias_value":"1905.02576v1","created_at":"2026-05-17T23:46:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1905.02576","created_at":"2026-05-17T23:46:51Z"},{"alias_kind":"pith_short_12","alias_value":"4TGAMEXPQDVR","created_at":"2026-05-18T12:33:10Z"},{"alias_kind":"pith_short_16","alias_value":"4TGAMEXPQDVRTJZZ","created_at":"2026-05-18T12:33:10Z"},{"alias_kind":"pith_short_8","alias_value":"4TGAMEXP","created_at":"2026-05-18T12:33:10Z"}],"graph_snapshots":[{"event_id":"sha256:36562ebab3a48f37c2f9e8518cd899f59aaea5038b55cd7cc3b314e12584a5d9","target":"graph","created_at":"2026-05-17T23:46:51Z","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":"Prediction is a well-studied machine learning task, and prediction algorithms are core ingredients in online products and services. Despite their centrality in the competition between online companies who offer prediction-based products, the \\textit{strategic} use of prediction algorithms remains unexplored. The goal of this paper is to examine strategic use of prediction algorithms. We introduce a novel game-theoretic setting that is based on the PAC learning framework, where each player (aka a prediction algorithm aimed at competition) seeks to maximize the sum of points for which it produce","authors_text":"Moshe Tennenholtz, Omer Ben-Porat","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.GT","submitted_at":"2019-05-04T13:00:42Z","title":"Regression Equilibrium"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1905.02576","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:b3f08beaf470070f70e4df634296a7acbdb7ab5ecdbdf6cc75405509afd5e256","target":"record","created_at":"2026-05-17T23:46:51Z","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":"ef717804e3ae1deeba2193e58301b26dfdc571bfcfc41cb026eb4cba8275d7ff","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.GT","submitted_at":"2019-05-04T13:00:42Z","title_canon_sha256":"9ad42a103e85dea911887174870ae3d43361b2e0e2011ef6e5bf4cc84efddc97"},"schema_version":"1.0","source":{"id":"1905.02576","kind":"arxiv","version":1}},"canonical_sha256":"e4cc0612ef80eb19a7399417b2bbc22411e1cc323ca9d4e94dd842cf9fb646c5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e4cc0612ef80eb19a7399417b2bbc22411e1cc323ca9d4e94dd842cf9fb646c5","first_computed_at":"2026-05-17T23:46:51.006788Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:46:51.006788Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"IcxM0EC/1gxztTwjVGIMgohtDCfL0z5vsPU5LYS3S/3etxKF1x7I9Qftt1CaLOPwd88WF72mEtDg0sbMyGksDA==","signature_status":"signed_v1","signed_at":"2026-05-17T23:46:51.007332Z","signed_message":"canonical_sha256_bytes"},"source_id":"1905.02576","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b3f08beaf470070f70e4df634296a7acbdb7ab5ecdbdf6cc75405509afd5e256","sha256:36562ebab3a48f37c2f9e8518cd899f59aaea5038b55cd7cc3b314e12584a5d9"],"state_sha256":"344c1352542517a12e70be68f9b9bf7adfed239f1c66d63827a366e60f9248ce"}