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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:55.942713Z digest=sha256:4a8cf5c796508d3852811e63b6bb9c3cf14feff87f1a6d0b99e9b1d359f116c2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:55.980596Z digest=sha256:3f8077f279641e19147259a165642e1de25841b9b7d1e117cb8a240a4dba2af5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.031437Z digest=sha256:a8081e53c951ef96293c72a9ec8cbdf1ec90534f05c07afe89afa069f866f567

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.102916Z digest=sha256:60c7f52090ae26f9fa74c39f2b5e13e8608f45bce2a2bf711848ee6bfaabcf36

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.155571Z digest=sha256:5b68ae5fc502827c9fc7930765cbe59f1093eacd84c3e059615a3835128d2e4b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.260726Z digest=sha256:9f451e19e77ef936cae084a5d705c60c6151eba3261294312deabf3010dd0333

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.302765Z digest=sha256:575e26892a82ee9040ff2c526504dd01c19696d16e6dec2804f2f7940c5a4f5d

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.352939Z digest=sha256:e221df9bead613aa546174f4b6d6e59fc417be95d4ade4ac6c248998607b04b5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.397770Z digest=sha256:b5cb13e946174a708464d147c6b0fd56e0f24d0159b4d41a591c8e01b6eab8de

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.434326Z digest=sha256:0910d83eacd0d75ac25c3bf26eafba541f5673cce6b11845dc76ca9d8f99993f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.492061Z digest=sha256:07b60163c2a82e44a39ec76a1ac433d94a719e4d722ca9362b6f01ae14b52843

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.585064Z digest=sha256:3c772ae324ac17a425dae41f90bbf37356359b04579910dfddb2ae9afd87e37c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.592224Z digest=sha256:af3e4c076c5de075ef06de4462467242f9b4f5e8aebe39435ebced6789e9754c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.668498Z digest=sha256:02c044f7d343adf49a65bdf70e85a04f4ecdc205e8df580d0cd96f794a45864e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.780958Z digest=sha256:2425f052ef8a315502c59fd759ae2f8682749295de22923e975a46ced98ac72a

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.852711Z digest=sha256:ddd741fb72af7bd296e80617237e635bbac437589e4526a6c2c0e1d2ad37ee51

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:57.009700Z digest=sha256:e129a5103090e12595dd8c0175c3dab98d9655dd0ac2cf5b203e416e411e6a05

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:57.185811Z digest=sha256:2bcc45d422606c744b8eae02db0ece72001f683dfcd25e6d3116a8c6fc98981a

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:57.312227Z digest=sha256:65ef93493918588f5242c233e340d1cef263b3351a28493ad9bebe837e92cd0a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:57.422750Z digest=sha256:48fe54d428cad02b069870dd4bdef3a7090d6b96f4b6b202f2c6b47afeeb52fb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:57.535777Z digest=sha256:e6409fe70a471d853bde043423e0505e0d7495a354da2a338b788adfc2ea6ace

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:57.616367Z digest=sha256:2bb7e463c0ec67725cd98794aed4bfdba6f0a8638d0bef4062fc31dcd8cdf6d0

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:dd27d5c53e2f642d134004392f031d4b7d49dc7dca0256b3e1d0889cb85619cf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:57.869292Z digest=sha256:564d15b0408046912e7ed8d6bdedede7f2b6af28fa8b1f5babbd0953cd6254ee

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:57.996695Z digest=sha256:866384dde45364784cfe0101b91d15f8d160b1eb887f2795db2d6234f6f74f93

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=sha256:16b3b2bdf3fb506f8d965c009d3d5f5a45269495711260813fb7dea44afe53e9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:58.195441Z digest=sha256:b8b84fc7b61a72cab04cd6a99226047c497487a378f92cc3c45f21596ab7bc75

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
unresolved
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=sha256:15be145758f98d2d640822e93550ddd1444a94bf34b241c1203f9d6921867752

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

Resolution
unresolved
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:f324e0be4b59007e55676c2d75cda720590fe01a6a398254182c5441d4cf1e46

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

Resolution
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:b898272842c992ce0c1c6eefbae1660204a14e080cc7aa7d259a1be72c26db1e

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

Resolution
unresolved
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=sha256:89c2d5331ac16c85ea35cc5451a09e5779338ac642dadab65864e5b386d46cff

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:58.853178Z digest=sha256:070594569db76d7a4950ac6df693a71d4876ffcff460218a729ca54796331c27

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

Resolution
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:fb54648690eaa4671d980764268310f2d37f0f6d28882bfc08d1ff22de84e20d

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=sha256:00f64bd78bae66f4a38e96c704feb30f46514a3195aa8af12496641bf707846e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:59.159747Z digest=sha256:e844f02a6eb387750cfa47ae65f0aa6d80446d2510749faf34bf9517ae48c533

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:59.247082Z digest=sha256:938efb79134de3c6c58f8349e5330c7197101b568487e66b0eaa61b305361140

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:59.344835Z digest=sha256:1d3e875c0724082b0a67bd7b458acac70755b98d1e71798fb84ae0d763b0fcf3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:59.410131Z digest=sha256:56f8ba0663d4f3faeba79c877d3c5c4ad9574861fdee44bfc4eaab2035b67310

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:59.529658Z digest=sha256:bdffb45b6e1484ee1b1f6b67bfdc34ea412319120c5180ce68bc3b09f5edb7dd

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:59.653701Z digest=sha256:b5f57517823a4f0bb31b154a6ac8a50b0a599a4f1a1add55044c4bc940b2987b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:59.748835Z digest=sha256:037a7aa1992afaf4e507fbabe5a803ff4904b2c5c7a54b9825175887c8b369da

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=sha256:92357d52dda1dc17d53b0a2579b2eb71603217e61c19853e82c91f920031b793

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:12:56.204382Z digest=sha256:09429894ba5a6f8467e8a78b740ce0ae14c737eccbdadccccc2ee39b79c0c58e

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-25T21:43:48.836275Z digest=sha256:7ec790c6a9f8bebb63bed5d85ce5afbc0abd2f4814bc8fbd1d382b6d8d121910

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-07-02T21:33:07.798776Z digest=sha256:179ef790896d584b7bc2c7279f6aa0be2f6faafe4c8d83b5156d4905d8b9a5d1

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:fd46bbb3a2a3914dfa83ae2206bcd2f79902b573f42c266cf66471c71aa5d220