{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:NC26SZOHVYIPERMQUQGBFXKI2D","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":"1241b95cfa41a05b0a399a7415ec22b8a86693183e4e7a2e5ad855186c0e3241","cross_cats_sorted":["cs.SY","eess.SY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-01-19T03:45:08Z","title_canon_sha256":"78d5b468464e4a2edda4fe6a285a1f83a9d0f79087f78068981cdad0cad08449"},"schema_version":"1.0","source":{"id":"2601.12699","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2601.12699","created_at":"2026-05-29T01:04:36Z"},{"alias_kind":"arxiv_version","alias_value":"2601.12699v2","created_at":"2026-05-29T01:04:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2601.12699","created_at":"2026-05-29T01:04:36Z"},{"alias_kind":"pith_short_12","alias_value":"NC26SZOHVYIP","created_at":"2026-05-29T01:04:36Z"},{"alias_kind":"pith_short_16","alias_value":"NC26SZOHVYIPERMQ","created_at":"2026-05-29T01:04:36Z"},{"alias_kind":"pith_short_8","alias_value":"NC26SZOH","created_at":"2026-05-29T01:04:36Z"}],"graph_snapshots":[{"event_id":"sha256:f640bfcf42d9f9c7808142397b1bb7cf3d4aebd48392d073f928a0bd240116b3","target":"graph","created_at":"2026-05-29T01:04:36Z","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/2601.12699/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deep Brain Stimulation (DBS) is an effective treatment for Parkinson's disease, but conventional fixed-parameter stimulation can reduce battery life and cause side effects while failing to adapt to changing neural dynamics. Recent reinforcement learning approaches improve adaptability, yet most rely on deep neural networks that require offline training and are computationally too expensive for implantable hardware. This paper presents a resource-conscious adaptive DBS framework based on a Time- and Threshold-Triggered Pruned Multi-Armed Bandit (T3P MAB) algorithm. The proposed method jointly t","authors_text":"Arkaprava Gupta, Benedikt Dietrich, Nicholas Carter, Parasara Sridhar Duggirala, Prateek Ganguli, Samarjit Chakraborty, Vibhor Krishna, William Zellers","cross_cats":["cs.SY","eess.SY"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-01-19T03:45:08Z","title":"Bandit Algorithms for Deep Brain Stimulation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2601.12699","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":"sha256:57671ecafe638c7fa1e564babc32918c0e28807dfb33c43e6fb77d257c8a3d86","target":"record","created_at":"2026-05-29T01:04:36Z","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":"1241b95cfa41a05b0a399a7415ec22b8a86693183e4e7a2e5ad855186c0e3241","cross_cats_sorted":["cs.SY","eess.SY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-01-19T03:45:08Z","title_canon_sha256":"78d5b468464e4a2edda4fe6a285a1f83a9d0f79087f78068981cdad0cad08449"},"schema_version":"1.0","source":{"id":"2601.12699","kind":"arxiv","version":2}},"canonical_sha256":"68b5e965c7ae10f24590a40c12dd48d0c64a3389dd830378344de3631103484f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"68b5e965c7ae10f24590a40c12dd48d0c64a3389dd830378344de3631103484f","first_computed_at":"2026-05-29T01:04:36.468945Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-29T01:04:36.468945Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+n0Rq886URncCL7EeBgCK9bo18/J0aYaLzWKjnfqhyvryrYgHW+5T+8UzwlHD+h5cEi7RLAx+PwnCVJDEYo8Aw==","signature_status":"signed_v1","signed_at":"2026-05-29T01:04:36.469597Z","signed_message":"canonical_sha256_bytes"},"source_id":"2601.12699","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:57671ecafe638c7fa1e564babc32918c0e28807dfb33c43e6fb77d257c8a3d86","sha256:f640bfcf42d9f9c7808142397b1bb7cf3d4aebd48392d073f928a0bd240116b3"],"state_sha256":"b52f818d12a28508b8904b1dd47a696a8430afbd40083d1d378414b856276ca2"}