Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T14:36:11.220159Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2501.15217.
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 2026-08-10T14:36:11.220159Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
15 of 15 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8a851b8a-4e39-495e-89d9-e70dabceabf5 · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Human-level control through deep reinforcement learning,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1c9607c-fa41-443e-a16c-fa4cb1b674d3 · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Mastering the game of go with deep neural networks and tree search,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4b5092f4-f73c-4d3f-8f7e-606da9b3c761 · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Distributional soft actor-critic: Off-policy reinforcement learning for addressing value estimation errors,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d0f7a593-2512-485b-a701-94ffbbb68fad · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning A transformation-aggregation framework for state representation of au- tonomous driving systems,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 559ca1fd-67fc-428c-98c1-0d1223bbd7d8 · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2c0456ab-157a-4930-b08b-4430b6f269bf · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Direct and indirect reinforcement learning,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation eaf139ff-44c5-4d61-90e2-573c482a486f · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning A dynamic penalty function approach for constraint-handling in reinforcement learning,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5e382ad8-89aa-45ab-a24c-03adecf7b045 · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Self- learned intelligence for integrated decision and control of automated vehicles at signalized intersections,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8fcd0f6a-4877-4e97-bc40-228b30594f1c · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Learning safe policies via primal-dual methods,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3adb2ecd-37e9-412e-9bc7-d9fa8bf646e2 · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Dynamical, symplectic and stochastic perspectives on gradient-based optimization,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d2bac549-e87d-4faf-98f1-423e9b374c6e · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Responsive safety in re- inforcement learning by PID lagrangian methods,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9586ec56-8c2c-4bd9-8de8-93f16ca8bca8 · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Separated proportional-integral lagrangian for chance constrained reinforcement learning,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 68dee65c-b556-4932-822c-bcf042e05201 · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Model- based actor-critic with chance constraint for stochastic system,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3072ebe2-72ff-4e3a-9328-6b3c26e8080f · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Gops: A general optimal control problem solver for autonomous driving and industrial control applications,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d01f9777-6183-40de-89dc-611f6e010edf · outbound
Predictive Lagrangian Optimization for Constrained Reinforcement Learning Enhance generality by model-based reinforcement learning and domain ran- domization,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
No inbound Pith citation observations are available.