{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:HSML7QIA6YZZKKF37MMYARYYOL","short_pith_number":"pith:HSML7QIA","canonical_record":{"source":{"id":"2508.14989","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2025-08-20T18:19:53Z","cross_cats_sorted":["cs.SY"],"title_canon_sha256":"0f1adbe516d0d6e266d1397397b35ade23756720bc538aceaf21804c93e2af01","abstract_canon_sha256":"d504d850923eb54ed6f9f47fa606b2675cbfcf3f7534ad6473f33ffb67ee5815"},"schema_version":"1.0"},"canonical_sha256":"3c98bfc100f6339528bbfb1980471872d1ea8508c21520e997a3b773d3ee70d5","source":{"kind":"arxiv","id":"2508.14989","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.14989","created_at":"2026-07-05T11:57:04Z"},{"alias_kind":"arxiv_version","alias_value":"2508.14989v1","created_at":"2026-07-05T11:57:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.14989","created_at":"2026-07-05T11:57:04Z"},{"alias_kind":"pith_short_12","alias_value":"HSML7QIA6YZZ","created_at":"2026-07-05T11:57:04Z"},{"alias_kind":"pith_short_16","alias_value":"HSML7QIA6YZZKKF3","created_at":"2026-07-05T11:57:04Z"},{"alias_kind":"pith_short_8","alias_value":"HSML7QIA","created_at":"2026-07-05T11:57:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:HSML7QIA6YZZKKF37MMYARYYOL","target":"record","payload":{"canonical_record":{"source":{"id":"2508.14989","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2025-08-20T18:19:53Z","cross_cats_sorted":["cs.SY"],"title_canon_sha256":"0f1adbe516d0d6e266d1397397b35ade23756720bc538aceaf21804c93e2af01","abstract_canon_sha256":"d504d850923eb54ed6f9f47fa606b2675cbfcf3f7534ad6473f33ffb67ee5815"},"schema_version":"1.0"},"canonical_sha256":"3c98bfc100f6339528bbfb1980471872d1ea8508c21520e997a3b773d3ee70d5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:57:04.624979Z","signature_b64":"DW9ynobXX/NdOw+zRluSN4ySfzqT6fA/UvUDwZNHRAIxD5RJ6MxPsVrcAUTtjQGoMfus54yaSgxzhfyQuBsBAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3c98bfc100f6339528bbfb1980471872d1ea8508c21520e997a3b773d3ee70d5","last_reissued_at":"2026-07-05T11:57:04.624589Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:57:04.624589Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2508.14989","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":"2026-07-05T11:57:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Dp4t3XkhrNRwAUBfS23+UJs5oUhadHVdfjHb0uYYJZMw3IPLZhGfneZbbq49+3dgWCbzMwKB2mRtObNQhhUDAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T07:15:12.818694Z"},"content_sha256":"5c6bdfd7c8b1273d02217952cc7fd13c44adad652f628ea10f47e613732be72b","schema_version":"1.0","event_id":"sha256:5c6bdfd7c8b1273d02217952cc7fd13c44adad652f628ea10f47e613732be72b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:HSML7QIA6YZZKKF37MMYARYYOL","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LyLA-Therm: Lyapunov-based Langevin Adaptive Thermodynamic Neural Network Controller","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.SY"],"primary_cat":"eess.SY","authors_text":"Omkar Sudhir Patil, Saiedeh Akbari, Warren E. Dixon","submitted_at":"2025-08-20T18:19:53Z","abstract_excerpt":"Thermodynamic principles can be employed to design parameter update laws that address challenges such as the exploration vs. exploitation dilemma. In this paper, inspired by the Langevin equation, an update law is developed for a Lyapunov-based DNN control method, taking the form of a stochastic differential equation. The drift term is designed to minimize the system's generalized internal energy, while the diffusion term is governed by a user-selected generalized temperature law, allowing for more controlled fluctuations. The minimization of generalized internal energy in this design fulfills"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.14989","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2508.14989/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"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":"2026-07-05T11:57:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"yVNJkGOSl0FhkbQYGznfldOx+awddMKOw9vM+obzUXnS+if1go12fUADkxfq8Fa+j2W1Mpmg4N8rEYBKM7eABQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T07:15:12.819609Z"},"content_sha256":"c5f9d78468ae620800686a729db0c246797dbf38283445a7bc2b2de8b27de364","schema_version":"1.0","event_id":"sha256:c5f9d78468ae620800686a729db0c246797dbf38283445a7bc2b2de8b27de364"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/HSML7QIA6YZZKKF37MMYARYYOL/bundle.json","state_url":"https://pith.science/pith/HSML7QIA6YZZKKF37MMYARYYOL/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/HSML7QIA6YZZKKF37MMYARYYOL/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":"2026-08-07T07:15:12Z","links":{"resolver":"https://pith.science/pith/HSML7QIA6YZZKKF37MMYARYYOL","bundle":"https://pith.science/pith/HSML7QIA6YZZKKF37MMYARYYOL/bundle.json","state":"https://pith.science/pith/HSML7QIA6YZZKKF37MMYARYYOL/state.json","well_known_bundle":"https://pith.science/.well-known/pith/HSML7QIA6YZZKKF37MMYARYYOL/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:HSML7QIA6YZZKKF37MMYARYYOL","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":"d504d850923eb54ed6f9f47fa606b2675cbfcf3f7534ad6473f33ffb67ee5815","cross_cats_sorted":["cs.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2025-08-20T18:19:53Z","title_canon_sha256":"0f1adbe516d0d6e266d1397397b35ade23756720bc538aceaf21804c93e2af01"},"schema_version":"1.0","source":{"id":"2508.14989","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.14989","created_at":"2026-07-05T11:57:04Z"},{"alias_kind":"arxiv_version","alias_value":"2508.14989v1","created_at":"2026-07-05T11:57:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.14989","created_at":"2026-07-05T11:57:04Z"},{"alias_kind":"pith_short_12","alias_value":"HSML7QIA6YZZ","created_at":"2026-07-05T11:57:04Z"},{"alias_kind":"pith_short_16","alias_value":"HSML7QIA6YZZKKF3","created_at":"2026-07-05T11:57:04Z"},{"alias_kind":"pith_short_8","alias_value":"HSML7QIA","created_at":"2026-07-05T11:57:04Z"}],"graph_snapshots":[{"event_id":"sha256:c5f9d78468ae620800686a729db0c246797dbf38283445a7bc2b2de8b27de364","target":"graph","created_at":"2026-07-05T11:57:04Z","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/2508.14989/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Thermodynamic principles can be employed to design parameter update laws that address challenges such as the exploration vs. exploitation dilemma. In this paper, inspired by the Langevin equation, an update law is developed for a Lyapunov-based DNN control method, taking the form of a stochastic differential equation. The drift term is designed to minimize the system's generalized internal energy, while the diffusion term is governed by a user-selected generalized temperature law, allowing for more controlled fluctuations. The minimization of generalized internal energy in this design fulfills","authors_text":"Omkar Sudhir Patil, Saiedeh Akbari, Warren E. Dixon","cross_cats":["cs.SY"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2025-08-20T18:19:53Z","title":"LyLA-Therm: Lyapunov-based Langevin Adaptive Thermodynamic Neural Network Controller"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.14989","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":"sha256:5c6bdfd7c8b1273d02217952cc7fd13c44adad652f628ea10f47e613732be72b","target":"record","created_at":"2026-07-05T11:57:04Z","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":"d504d850923eb54ed6f9f47fa606b2675cbfcf3f7534ad6473f33ffb67ee5815","cross_cats_sorted":["cs.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2025-08-20T18:19:53Z","title_canon_sha256":"0f1adbe516d0d6e266d1397397b35ade23756720bc538aceaf21804c93e2af01"},"schema_version":"1.0","source":{"id":"2508.14989","kind":"arxiv","version":1}},"canonical_sha256":"3c98bfc100f6339528bbfb1980471872d1ea8508c21520e997a3b773d3ee70d5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3c98bfc100f6339528bbfb1980471872d1ea8508c21520e997a3b773d3ee70d5","first_computed_at":"2026-07-05T11:57:04.624589Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:57:04.624589Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DW9ynobXX/NdOw+zRluSN4ySfzqT6fA/UvUDwZNHRAIxD5RJ6MxPsVrcAUTtjQGoMfus54yaSgxzhfyQuBsBAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:57:04.624979Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.14989","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5c6bdfd7c8b1273d02217952cc7fd13c44adad652f628ea10f47e613732be72b","sha256:c5f9d78468ae620800686a729db0c246797dbf38283445a7bc2b2de8b27de364"],"state_sha256":"0fea2025fd905e96ec68f0d9e30330ddb38cf440481132bdf72343b900605087"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DVmmAxF3foTejIfMHO49CLfT2UgQ7dN3UsfQG+9Kx8oGNImajKxXGPNRi1KW8Ygs6ol0ghMmJBGikVU9Oy9GDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T07:15:12.823764Z","bundle_sha256":"bf8c19f3172e057bcbe58da66509a5d82506be6b3291617f6ef5abdcdb5387da"}}