{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:DWN6HTEF2H7BB2MZUCEQWJNX6H","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":"773da57c646aecc83fceade487abd5c97e02a078e76483ddc1082821dadbf790","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2014-06-23T17:00:28Z","title_canon_sha256":"d2a973a8917376ff45ba850aba10203e6a35e4a73c5b1435ebaf46ce82c80f8d"},"schema_version":"1.0","source":{"id":"1406.5979","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1406.5979","created_at":"2026-05-18T02:49:10Z"},{"alias_kind":"arxiv_version","alias_value":"1406.5979v1","created_at":"2026-05-18T02:49:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1406.5979","created_at":"2026-05-18T02:49:10Z"},{"alias_kind":"pith_short_12","alias_value":"DWN6HTEF2H7B","created_at":"2026-05-18T12:28:25Z"},{"alias_kind":"pith_short_16","alias_value":"DWN6HTEF2H7BB2MZ","created_at":"2026-05-18T12:28:25Z"},{"alias_kind":"pith_short_8","alias_value":"DWN6HTEF","created_at":"2026-05-18T12:28:25Z"}],"graph_snapshots":[{"event_id":"sha256:37961411570750585b01e533a6ec5345aeec3ac4197b189fd87a0332d2d646cc","target":"graph","created_at":"2026-05-18T02:49:10Z","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":"Recent work has demonstrated that problems-- particularly imitation learning and structured prediction-- where a learner's predictions influence the input-distribution it is tested on can be naturally addressed by an interactive approach and analyzed using no-regret online learning. These approaches to imitation learning, however, neither require nor benefit from information about the cost of actions. We extend existing results in two directions: first, we develop an interactive imitation learning approach that leverages cost information; second, we extend the technique to address reinforcemen","authors_text":"J. Andrew Bagnell, Stephane Ross","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2014-06-23T17:00:28Z","title":"Reinforcement and Imitation Learning via Interactive No-Regret Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1406.5979","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:c02dc4a541e243c31a31309364d2ef46a82077b005f924a08253a3c0f32afb4a","target":"record","created_at":"2026-05-18T02:49:10Z","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":"773da57c646aecc83fceade487abd5c97e02a078e76483ddc1082821dadbf790","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2014-06-23T17:00:28Z","title_canon_sha256":"d2a973a8917376ff45ba850aba10203e6a35e4a73c5b1435ebaf46ce82c80f8d"},"schema_version":"1.0","source":{"id":"1406.5979","kind":"arxiv","version":1}},"canonical_sha256":"1d9be3cc85d1fe10e999a0890b25b7f1c4b149450c07e23ac736e4be2ade9070","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1d9be3cc85d1fe10e999a0890b25b7f1c4b149450c07e23ac736e4be2ade9070","first_computed_at":"2026-05-18T02:49:10.371959Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:49:10.371959Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/yGfGxyNEAhWcpHX3uiiif4Lp6o1PAg/L57JV+RqhfI2aFeeKuc8Vg7QrOVFVDPk+sORpqfjCP7/quPJqQuRCw==","signature_status":"signed_v1","signed_at":"2026-05-18T02:49:10.372390Z","signed_message":"canonical_sha256_bytes"},"source_id":"1406.5979","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c02dc4a541e243c31a31309364d2ef46a82077b005f924a08253a3c0f32afb4a","sha256:37961411570750585b01e533a6ec5345aeec3ac4197b189fd87a0332d2d646cc"],"state_sha256":"0d8388db90fb4038f2d7abde0631cc919a1c2e7f38174461547829d0489467ee"}