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Paper Citation Record · LEDGER

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease

As of 10 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 3 inbound Pith citation observations for arXiv:2507.06326.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.06326 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:12:59.834112Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T10:18:18.345069Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T19:10:05.044877Z

Reference resolution

44 of 44 outbound references displayed

  • verified exact2
  • verified fuzzy33
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5359a051-6d46-4047-ae98-f86887ae3c95 · outbound

This paper cites Cell biology of parkin- son’s disease: Mechanisms of synaptic, lysosomal, and mitochondrial dysfunction,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Cell biology of parkin- son’s disease: Mechanisms of synaptic, lysosomal, and mitochondrial dysfunction,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.994606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 90c9bec6-32ab-406b-9780-0b1cdea98224 · outbound

This paper cites The cell biology of parkinson’s disease,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease The cell biology of parkinson’s disease,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.985884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:55.942713Z digest=sha256:261cf3d02f4f90caf8013e7dcfa1b691656d79f237d23c7c6ca1309824e64432

Observation 1b54efe8-31f7-4e5e-8d74-1fb61be6f533 · outbound

This paper cites Pharmacological treatment of parkinson disease: A review,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Pharmacological treatment of parkinson disease: A review,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.975722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:55.980596Z digest=sha256:bf046edabeab3fd518defe868e0ad4528f551fa276158bea73f68b1627e27478

Observation 8bd5a6e7-fdcc-47ce-a422-0c4efb5dda5d · outbound

This paper cites Circuit mechanisms of parkinson’s disease,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Circuit mechanisms of parkinson’s disease,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.966288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.031437Z digest=sha256:2c2d75e20a3784c6a4236945d109a433a9dd5dc38ed083e54f06dc12525972d1

Observation cdd2bab4-9ed6-4f31-8888-6547728dd4f6 · outbound

This paper cites Biomarkers for closed-loop deep brain stimulation in parkinson disease and beyond,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Biomarkers for closed-loop deep brain stimulation in parkinson disease and beyond,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.956475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.102916Z digest=sha256:e1aaa7f7d4aee8b283beefe26c7c6b12c148c9fd0120934d95fa6006b1c5f2b0

Observation 45914c77-259f-4809-90c6-22150f9fb04e · outbound

This paper cites New perspectives of deep brain stimulation indications for parkinson’s disease: A critical review,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease New perspectives of deep brain stimulation indications for parkinson’s disease: A critical review,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.947324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.155571Z digest=sha256:d0c6a23561526e1f3094edc618ae55f0cdd27b3463d8d44ae922f138f75d0fd1

Observation 81879294-5cc1-4043-a2d9-a895393bfc95 · outbound

This paper cites Parkinson’s disease dbs: what, when, who and why? the time has come to tailor dbs targets,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Parkinson’s disease dbs: what, when, who and why? the time has come to tailor dbs targets,

Reference 7

Resolution
verified exact
raw_fallback, observed 2026-08-06T19:13:00.306908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.260726Z digest=sha256:f300865853d4b5c81dc6f8f53017adb05b97f4e6cf5d7bc562acc19c0161d785

Observation e9ecc428-ea93-465e-8cba-804430d6afd2 · outbound

This paper cites Translational principles of deep brain stimulation,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Translational principles of deep brain stimulation,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.929365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.302765Z digest=sha256:ac96c8192ab09484e456f297bc42f94e6e956310242cf55c4e5d435f756a515a

Observation deb0df21-97cb-449e-955b-e16569a2665b · outbound

This paper cites Adaptive deep brain stimulation in advanced parkinson disease,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Adaptive deep brain stimulation in advanced parkinson disease,

Reference 9

Resolution
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raw_fallback, observed 2026-08-06T19:13:00.920365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.352939Z digest=sha256:791c86dba12be38dc3a9d617d7b2ce504b2c7c9eb7a669d9a50905b679313a6c

Observation 47692530-f566-4e05-8951-1ea38fe540e8 · outbound

This paper cites Chronic adaptive deep brain stimulation versus conventional stimulation in parkinson’s disease: a blinded randomized feasibility trial,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Chronic adaptive deep brain stimulation versus conventional stimulation in parkinson’s disease: a blinded randomized feasibility trial,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.911479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.397770Z digest=sha256:191e47682dee11d96a9ffe45ab34890ed296af8a8c6eb10f1434603db6044e59

Observation 5acc9ae3-d7be-4d47-b95f-aaf8b4e6bede · outbound

This paper cites Adaptive deep brain stimulation in parkinson’s disease: A delphi consensus study,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Adaptive deep brain stimulation in parkinson’s disease: A delphi consensus study,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.902478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.434326Z digest=sha256:234dd57c343bd40cf2daf955805c2754689086e51bc4df36c06e507a2d185352

Observation 782032d6-0f8c-41b2-b231-ddef3e000afa · outbound

This paper cites Sensing data and methodology from the adaptive dbs algorithm for personalized therapy in parkinson’s disease (adapt-pd) clinical trial,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Sensing data and methodology from the adaptive dbs algorithm for personalized therapy in parkinson’s disease (adapt-pd) clinical trial,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.893287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.492061Z digest=sha256:5a7f9de91d29718764566022309031b65def6312aab2724cac51ec8887f07a65

Observation 2907b85d-11d5-48fc-aa8f-786e2fb566aa · outbound

This paper cites The origin of abnormal beta oscillations in the parkinsonian corticobasal ganglia circuits,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease The origin of abnormal beta oscillations in the parkinsonian corticobasal ganglia circuits,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.884729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.585064Z digest=sha256:a8ec82d7e56e6f344faedf0f78fdc6eaccdb6858352ca14810c3ee5584f3d0e0

Observation 98c3d83f-8d61-4572-9601-c5952b8828ab · outbound

This paper cites Oscillatory beta dynamics inform biomarker-driven treatment optimization for parkinson’s disease,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Oscillatory beta dynamics inform biomarker-driven treatment optimization for parkinson’s disease,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.877153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.592224Z digest=sha256:dc33998816067507efad6e5ea5ddb7713ad33356b6b502a3d6df6ffbd8cfbc53

Observation bc7b6ecd-1ee5-4c6a-9298-0afd2bca99dc · outbound

This paper cites The modulatory effect of adaptive deep brain stimulation on beta bursts in parkinson’s disease,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease The modulatory effect of adaptive deep brain stimulation on beta bursts in parkinson’s disease,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.869416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.668498Z digest=sha256:6b914d91457eda9d9d5109312d9860092ab10a9e228b6a0bb92f85f0540fe794

Observation 33f1dee7-759d-4b82-90a4-120376489175 · outbound

This paper cites Reinforcement Learning Framework for Deep Brain Stimulation Study.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Reinforcement Learning Framework for Deep Brain Stimulation Study

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:13:00.096688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.780958Z digest=sha256:be6724681ad772839eaf0bfaaa338889041931cb041c13b54d83ec327fbaa304

Observation d79dba0e-cc02-4cbf-b27e-811d9b75692e · outbound

This paper cites Closed-loop deep brain stimulation with reinforcement learning and neural simulation,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Closed-loop deep brain stimulation with reinforcement learning and neural simulation,

Reference 17

Resolution
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raw_fallback, observed 2026-08-06T19:13:00.862225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.852711Z digest=sha256:91cbff09dbcce12df97b5dadf8ec130b990977fc56a3a1d4516d59d15f7eae93

Observation 1df800a2-fda3-4d0a-ac45-96ba37a99802 · outbound

This paper cites Enhancing adaptive deep brain stimulation via efficient reinforcement learning,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Enhancing adaptive deep brain stimulation via efficient reinforcement learning,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.854079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:57.009700Z digest=sha256:1226fd9cfc1343bca810b8e243420cf90f76467c9a95a1d5568bea41c665ad3a

Observation bf76c611-1176-4624-bc1a-40d75c335d04 · outbound

This paper cites Neu- rostimulation for parkinson’s disease with early motor complications,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Neu- rostimulation for parkinson’s disease with early motor complications,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.846203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:57.185811Z digest=sha256:9bf3eeb8b6df86e3751d391bf3ab9348824c19590d6825ab2af9d0020d1f625f

Observation 0515ce72-4c3c-49e8-88cc-6e268fc409e7 · outbound

This paper cites The mds- updrs tracks motor and non-motor improvement due to subthalamic nucleus deep brain stimulation in parkinson disease,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease The mds- updrs tracks motor and non-motor improvement due to subthalamic nucleus deep brain stimulation in parkinson disease,

Reference 20

Resolution
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raw_fallback, observed 2026-08-06T19:13:00.839067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:57.312227Z digest=sha256:fd5cc584b30c5ea5422a197c62d66c579c145a64c53acf7720004b559c546928

Observation 65b6442e-5793-440f-9fb0-29f7fc302eb2 · outbound

This paper cites A framework for translational therapy development in deep brain stimulation,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease A framework for translational therapy development in deep brain stimulation,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.831797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:57.422750Z digest=sha256:15373a586e22fe3fe813338fb74e83d538d0d22aae923e934655057ba6751bf9

Observation fe40225e-7302-423c-97c5-e70527c73f1e · outbound

This paper cites Offline learning of closed-loop deep brain stimulation controllers for parkinson disease treatment,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Offline learning of closed-loop deep brain stimulation controllers for parkinson disease treatment,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.824626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:57.535777Z digest=sha256:0433c9069c9df8d01f3165ae19b84a82fcd34491d78510be504ab0d854d3164b

Observation 4020bffe-65b0-4268-a31f-43cfe54bda85 · outbound

This paper cites A simulated environment for early development stages of reinforcement learning algorithms for closed-loop deep brain stimulation,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease A simulated environment for early development stages of reinforcement learning algorithms for closed-loop deep brain stimulation,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.817398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:57.616367Z digest=sha256:8919f83d69ddac16a6f2e365a88105949bb025a26a5e3e9858dac83f7ebbe73c

Observation 22599b47-b468-4692-83b0-5a21db152755 · outbound

This paper cites Reinforcement Learning with Foundation Priors: Let the Embodied Agent Efficiently Learn on Its Own.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Reinforcement Learning with Foundation Priors: Let the Embodied Agent Efficiently Learn on Its Own

Reference 24

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no resolver link, observed 2026-08-06T19:12:57.781239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:12:57.781239Z digest=sha256:e81fc8ceb77e9e9de48a577f672fba05952e87e0bfde54ff54b623af59c5b9fb

Observation cb7a6f1f-cef2-40c2-83bf-551d7dc47099 · outbound

This paper cites Utilizing simulation for reinforcement learning and curiosity driven exploration in robotics,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Utilizing simulation for reinforcement learning and curiosity driven exploration in robotics,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.809754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:57.869292Z digest=sha256:c49b4f4cb789738ae1da8cda5a6db3c98b71eb272d8cb2010df8feca5d4c8bd4

Observation 2c193928-5a1d-4a5f-9dd0-2d8ce0418e33 · outbound

This paper cites Curl: Contrastive unsupervised representations for reinforcement learning,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Curl: Contrastive unsupervised representations for reinforcement learning,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.801252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:57.996695Z digest=sha256:c07ec82bdf1149214e0f9621d3981c163cd2bcca12f78087fc0bea0dd01f0655

Observation d81c0600-606e-4fb7-a4e2-bbbdbaeac6d6 · outbound

This paper cites Data-Efficient Reinforcement Learning with Self-Predictive Representations.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Data-Efficient Reinforcement Learning with Self-Predictive Representations

Reference 27

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no resolver link, observed 2026-08-06T19:12:58.088970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:12:58.088970Z digest=sha256:57327145b45482587ea8b22e3a56a8dc66a89817244cc8f0cfc871a5be92c738

Observation 4ae8be12-61b7-4da1-9cea-dcff6b2955d8 · outbound

This paper cites Model-based reinforcement learning for atari,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Model-based reinforcement learning for atari,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.792898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:58.195441Z digest=sha256:c78905b95912fcbbe83c06ac47906476aee9e91fcf2a6b033a56f71061ef2eb9

Observation abd938cf-8ac6-4755-872e-add1ea353586 · outbound

This paper cites Dream to Control: Learning Behaviors by Latent Imagination.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Dream to Control: Learning Behaviors by Latent Imagination

Reference 29

Resolution
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no resolver link, observed 2026-08-06T19:12:58.344968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:12:58.344968Z digest=sha256:1daec87701de2f7206581075b9980e6cfb221cb23e6a2ec7da3933b207490d11

Observation f876bcec-a722-47c1-8b0d-d700fd5edb51 · outbound

This paper cites Mastering Diverse Domains through World Models.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Mastering Diverse Domains through World Models

Reference 30

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no resolver link, observed 2026-08-06T19:12:58.522789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:12:58.522789Z digest=sha256:975c9efe9afa221107dccc815c7e1455fbb6b2812361ae444d5f7e2c7caa4f4d

Observation b20647d5-91c5-4072-a4c9-6280a9e409cc · outbound

This paper cites Temporal Difference Learning for Model Predictive Control.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Temporal Difference Learning for Model Predictive Control

Reference 31

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unresolved
no resolver link, observed 2026-08-06T19:12:58.596909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:12:58.596909Z digest=sha256:0ff826adde9d067bc8808ef89575bb7030ae4f12b697364f91f317776b58578b

Observation 2b8779fa-d873-4bb6-9bee-e88eb339c553 · outbound

This paper cites TD-MPC2: Scalable, Robust World Models for Continuous Control.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease TD-MPC2: Scalable, Robust World Models for Continuous Control

Reference 32

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no resolver link, observed 2026-08-06T19:12:58.731629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:12:58.731629Z digest=sha256:36d1f75591c245718d38f09c2d766bf6f6c6e48856ea95debc3f9632ab8d98f3

Observation f5e3125b-bcaa-4477-9a49-1fd643a3a179 · outbound

This paper cites Mastering atari games with limited data,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Mastering atari games with limited data,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.785024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:58.853178Z digest=sha256:bd7fd8a70301e6568762d3f3ec54a2e2fa9babd4fd325e83149a4481a64c9945

Observation e35030c9-fe47-45ee-9cb1-6cb81efdead9 · outbound

This paper cites EfficientZero V2: Mastering Discrete and Continuous Control with Limited Data.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease EfficientZero V2: Mastering Discrete and Continuous Control with Limited Data

Reference 34

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unresolved
no resolver link, observed 2026-08-06T19:12:58.951885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:12:58.951885Z digest=sha256:1199ca2a2980439fef6470e3a4de1b75086aedd635df3769df0020c9c960ab81

Observation fb8f8ceb-001f-4261-b49e-2ad69cc5d1e5 · outbound

This paper cites Categorical Reparameterization with Gumbel-Softmax.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Categorical Reparameterization with Gumbel-Softmax

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T19:12:59.082411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:12:59.082411Z digest=sha256:6c111233dc3c5b6758998a863755fefa6dc5c00279ee2a92cdf0dd91f9055a21

Observation b9c9ed03-a89c-4d28-90c4-ef1722034822 · outbound

This paper cites Gumbel-softmax score and flow matching for discrete biological sequence generation,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Gumbel-softmax score and flow matching for discrete biological sequence generation,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.777524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:59.159747Z digest=sha256:b0fb39d05e9a2fc375daf9fc5b0da56c367c80a2fd8f0e7db99049f7ef5e109e

Observation bc957e95-7a90-42b6-84a1-5c9a0c1199aa · outbound

This paper cites Seizure control in a com- putational model using a reinforcement learning stimulation paradigm,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Seizure control in a com- putational model using a reinforcement learning stimulation paradigm,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.769421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:59.247082Z digest=sha256:0fb9ebfc57dc7b954dabd5d4aca833df2e0237ceffe0973965d96998aaa4b3d0

Observation 65c020a7-491f-4f66-bee1-1282cb526346 · outbound

This paper cites Adaptive optimal tracking control of an underactuated surface vessel using actor–critic reinforcement learning,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Adaptive optimal tracking control of an underactuated surface vessel using actor–critic reinforcement learning,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.760580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:59.344835Z digest=sha256:9124e5f112e3f767a36912c489d9f94e0319e32b3f6de1c384ee1bb7ffc148de

Observation 61385c07-81b7-4804-970b-d2aba41d2df1 · outbound

This paper cites The role of multisensor data fusion in neuromuscular control of a sagittal arm with a pair of muscles using actor-critic reinforcement learning method,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease The role of multisensor data fusion in neuromuscular control of a sagittal arm with a pair of muscles using actor-critic reinforcement learning method,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.751855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:59.410131Z digest=sha256:668e93a7f1d765ac36bdedfa3eff7996f5d8323056d7a460b9a9cb55735aa803

Observation 1239104e-db00-4c0d-82fb-eba37731fd82 · outbound

This paper cites Neuromuscular control of the point to point and oscillatory movements of a sagittal arm with the actor–critic reinforcement learning method,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Neuromuscular control of the point to point and oscillatory movements of a sagittal arm with the actor–critic reinforcement learning method,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.743166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:59.529658Z digest=sha256:ce68e5eac6a41fee9659d9c22d1021bf10d55db4abe490ac2f393e7f4041225b

Observation c69f5f03-28df-4d38-bb8e-0a88f706faca · outbound

This paper cites Complexity of subthalamic 13-35 hz oscillatory activity directly correlates with clinical impairment in patients with parkinson’s disease,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Complexity of subthalamic 13-35 hz oscillatory activity directly correlates with clinical impairment in patients with parkinson’s disease,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.677057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:59.653701Z digest=sha256:5ec88e5ae90026cec23c1164471aa937ee87036261c040fd550ea3888e2d21db

Observation d44748c1-b3c1-4ffa-882b-1d63d8eacbe2 · outbound

This paper cites Actor-critic reinforcement learning for control with stability guarantee,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Actor-critic reinforcement learning for control with stability guarantee,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.452707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:59.748835Z digest=sha256:68be9f47993e654289aa460640de9eaa126d8e4ea974ca175db93a4ea7c7aa2e

Observation 3d0cfce4-bdbc-439a-bc2b-73cfb0c14dcf · outbound

This paper cites Soft actor-critic: Off- policy maximum entropy deep reinforcement learning with a stochastic actor,.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Soft actor-critic: Off- policy maximum entropy deep reinforcement learning with a stochastic actor,

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T19:12:59.834112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:12:59.834112Z digest=sha256:830e894ff1534c1b212d19f7d1c9c88cadc132ef17280ac44336b462b9ffffb0

Observation ee7e0f92-45fe-47e7-9919-c3ccba652ebf · outbound

This paper cites Available: https://www.mdpi.com/2076-3425/14/7/638.

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Available: https://www.mdpi.com/2076-3425/14/7/638

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:13:00.938575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T19:12:56.204382Z digest=sha256:09b4bca47a33d7d77bf44485207f75c7c4405a7678c4568c7288ef5551d464eb

Pith citing papers

Observation a8ffb545-11f5-4435-8f23-af99e6cb2897 · inbound

Inverse Reinforcement Learning for Interpretable Keystroke Biomarkers in Parkinson's Disease cites this paper.

Inverse Reinforcement Learning for Interpretable Keystroke Biomarkers in Parkinson's Disease Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-04T19:10:05.046683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-25T21:43:48.836275Z digest=sha256:797696d59d32a3f32afc98a762df5a1e6c7988458fd0d8fcb96208288821c993

Observation dc758c41-4d95-4da8-b763-495ad72bd5d5 · inbound

Inverse Reinforcement Learning for Interpretable Keystroke Biomarkers in Parkinson's Disease cites this paper.

Inverse Reinforcement Learning for Interpretable Keystroke Biomarkers in Parkinson's Disease Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-02T21:37:24.224402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-07-02T21:33:07.798776Z digest=sha256:c0041c2a2852cb2425cbc8a0d34ac87ef425c9f4bac22a0065ef2a9d60520f2a

Observation 36a4d016-78fb-4798-b575-ed7f6cce769b · inbound

Inverse Reinforcement Learning for Interpretable Keystroke Biomarkers in Parkinson's Disease cites this paper.

Inverse Reinforcement Learning for Interpretable Keystroke Biomarkers in Parkinson's Disease Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-02T10:18:18.345069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T10:18:18.345069Z digest=sha256:a23dea1512c8e6486b67481868bc2b23b898eae831239f29a75098b3fb9b569b