Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:12:59.834112Z
Paper Citation Record · LEDGER
As of 7 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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:12:59.834112Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T10:18:18.345069Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T19:10:05.044877Z
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5359a051-6d46-4047-ae98-f86887ae3c95 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 90c9bec6-32ab-406b-9780-0b1cdea98224 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease The cell biology of parkinson’s disease,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1b54efe8-31f7-4e5e-8d74-1fb61be6f533 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Pharmacological treatment of parkinson disease: A review,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8bd5a6e7-fdcc-47ce-a422-0c4efb5dda5d · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Circuit mechanisms of parkinson’s disease,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cdd2bab4-9ed6-4f31-8888-6547728dd4f6 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 45914c77-259f-4809-90c6-22150f9fb04e · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 81879294-5cc1-4043-a2d9-a895393bfc95 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e9ecc428-ea93-465e-8cba-804430d6afd2 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Translational principles of deep brain stimulation,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation deb0df21-97cb-449e-955b-e16569a2665b · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Adaptive deep brain stimulation in advanced parkinson disease,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 47692530-f566-4e05-8951-1ea38fe540e8 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5acc9ae3-d7be-4d47-b95f-aaf8b4e6bede · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 782032d6-0f8c-41b2-b231-ddef3e000afa · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2907b85d-11d5-48fc-aa8f-786e2fb566aa · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 98c3d83f-8d61-4572-9601-c5952b8828ab · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bc7b6ecd-1ee5-4c6a-9298-0afd2bca99dc · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 33f1dee7-759d-4b82-90a4-120376489175 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Reinforcement Learning Framework for Deep Brain Stimulation Study
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d79dba0e-cc02-4cbf-b27e-811d9b75692e · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1df800a2-fda3-4d0a-ac45-96ba37a99802 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Enhancing adaptive deep brain stimulation via efficient reinforcement learning,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bf76c611-1176-4624-bc1a-40d75c335d04 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0515ce72-4c3c-49e8-88cc-6e268fc409e7 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 65b6442e-5793-440f-9fb0-29f7fc302eb2 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fe40225e-7302-423c-97c5-e70527c73f1e · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4020bffe-65b0-4268-a31f-43cfe54bda85 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 22599b47-b468-4692-83b0-5a21db152755 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb7a6f1f-cef2-40c2-83bf-551d7dc47099 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2c193928-5a1d-4a5f-9dd0-2d8ce0418e33 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Curl: Contrastive unsupervised representations for reinforcement learning,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d81c0600-606e-4fb7-a4e2-bbbdbaeac6d6 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Data-Efficient Reinforcement Learning with Self-Predictive Representations
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ae8be12-61b7-4da1-9cea-dcff6b2955d8 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Model-based reinforcement learning for atari,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation abd938cf-8ac6-4755-872e-add1ea353586 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Dream to Control: Learning Behaviors by Latent Imagination
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f876bcec-a722-47c1-8b0d-d700fd5edb51 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Mastering Diverse Domains through World Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b20647d5-91c5-4072-a4c9-6280a9e409cc · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Temporal Difference Learning for Model Predictive Control
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b8779fa-d873-4bb6-9bee-e88eb339c553 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease TD-MPC2: Scalable, Robust World Models for Continuous Control
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5e3125b-bcaa-4477-9a49-1fd643a3a179 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Mastering atari games with limited data,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e35030c9-fe47-45ee-9cb1-6cb81efdead9 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb8f8ceb-001f-4261-b49e-2ad69cc5d1e5 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Categorical Reparameterization with Gumbel-Softmax
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9c9ed03-a89c-4d28-90c4-ef1722034822 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bc957e95-7a90-42b6-84a1-5c9a0c1199aa · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 65c020a7-491f-4f66-bee1-1282cb526346 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 61385c07-81b7-4804-970b-d2aba41d2df1 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1239104e-db00-4c0d-82fb-eba37731fd82 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c69f5f03-28df-4d38-bb8e-0a88f706faca · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d44748c1-b3c1-4ffa-882b-1d63d8eacbe2 · outbound
Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease Actor-critic reinforcement learning for control with stability guarantee,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3d0cfce4-bdbc-439a-bc2b-73cfb0c14dcf · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee7e0f92-45fe-47e7-9919-c3ccba652ebf · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a8ffb545-11f5-4435-8f23-af99e6cb2897 · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dc758c41-4d95-4da8-b763-495ad72bd5d5 · inbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 36a4d016-78fb-4798-b575-ed7f6cce769b · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.