Latest Research in Reinforcement Learning in Robotics

21 research papers · 2026 median publication year

Top Research Topics in Reinforcement Learning in Robotics

Highest-Cited Papers

  1. Future-Sufficient Control Quotients Robust Closure, Operational Reduction, and Physical Realization
  2. Future-Sufficient Control Quotients Robust Closure, Operational Reduction, and Physical Realization
  3. Self-Replicating Neural Cellular Automata: Quantifying Emergent Phenotypic and Genotypic Diversity in an OpenEnded Substrate
  4. Global Sobolev convergence of Howard iteration for parabolic Bellman equations with controlled diffusion
  5. Derivative-Free Spectral Projection Methods for Large-Scale Monotone Equations
  6. Neural Operators for Nonlinear Functionals on RKHS
  7. Sharp Limits on Time-Reversal Detection in Binary Hidden Markov Models
  8. Free-Probabilistic State Evolution and Random Matrix Discrepancy
  9. Fictitious Play for Mean Field Games with Optimal Stopping: Convergence and Computation
  10. Long-Term Average Impulse Control with Mean Field Interactions
  11. Convergence of implicit schemes for Hamilton-Jacobi-Bellman quasi-variational inequalities
  12. Differential Stochastic Variational Inequalities with Parametric Optimization
  13. Duality for Stochastic Control with non-Markovian Random Coefficients
  14. A class of low-rank short recurrences for nonsymmetric linear matrix equations
  15. On (fake) Stationarity in Stochastic Volterra Equations with Affine Drift and Regular Kernels
  16. Tikhonov-Regularized Second-Order Primal-Dual Dynamics for Convex-Concave Bilinear Saddle Point Problems
  17. Linear-quadratic mixed Stackelberg-zero-sum game for mean-field regime switching system
  18. Universal Random Coding for Successive Refinement of Individual Sequences Based on Lempel-Ziv Complexity
  19. Existence of Relaxed Equilibrium for Time-Inconsistent Mean Field Games: A Set-Valued Fixed Point Approach
  20. A Line-Search-Free Coordinate Proximal Predictor-Corrector Method for Monotone Absolute Value Equations
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L3 Region - - 2026 Sep Q3

Reinforcement Learning in Robotics

21 papers

Top Topics (10)

Optimization and Control6
Numerical Analysis4
Reinforcement Learning in Robotics2
Probability2
Populations and Evolution1
Analysis of PDEs1
Matrix Theory and Algorithms1
Machine Learning1
Age of Information Optimization1
Economic theories and models1

Top Publications (20)

1.Future-Sufficient Control Quotients Robust Closure, Operational Reduction, and Physical Realization2.Future-Sufficient Control Quotients Robust Closure, Operational Reduction, and Physical Realization3.Self-Replicating Neural Cellular Automata: Quantifying Emergent Phenotypic and Genotypic Diversity in an OpenEnded Substrate4.Global Sobolev convergence of Howard iteration for parabolic Bellman equations with controlled diffusion5.Derivative-Free Spectral Projection Methods for Large-Scale Monotone Equations6.Neural Operators for Nonlinear Functionals on RKHS7.Sharp Limits on Time-Reversal Detection in Binary Hidden Markov Models8.Free-Probabilistic State Evolution and Random Matrix Discrepancy9.Fictitious Play for Mean Field Games with Optimal Stopping: Convergence and Computation10.Long-Term Average Impulse Control with Mean Field Interactions11.Convergence of implicit schemes for Hamilton-Jacobi-Bellman quasi-variational inequalities12.Differential Stochastic Variational Inequalities with Parametric Optimization13.Duality for Stochastic Control with non-Markovian Random Coefficients14.A class of low-rank short recurrences for nonsymmetric linear matrix equations15.On (fake) Stationarity in Stochastic Volterra Equations with Affine Drift and Regular Kernels16.Tikhonov-Regularized Second-Order Primal-Dual Dynamics for Convex-Concave Bilinear Saddle Point Problems17.Linear-quadratic mixed Stackelberg-zero-sum game for mean-field regime switching system18.Universal Random Coding for Successive Refinement of Individual Sequences Based on Lempel-Ziv Complexity19.Existence of Relaxed Equilibrium for Time-Inconsistent Mean Field Games: A Set-Valued Fixed Point Approach20.A Line-Search-Free Coordinate Proximal Predictor-Corrector Method for Monotone Absolute Value Equations
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