deep reinforcement learning
Deep reinforcement learning combines reinforcement learning principles with deep learning techniques. This approach uses deep neural networks to model the policy or value function, enabling agents to learn from high-dimensional state spaces, such as those found in complex environments.
- Confounding Robust Deep Reinforcement Learning: A Causal Approach
- Continuous Soft Actor-Critic: An Off-Policy Learning Method Robust to Time Discretization
- Deep RL Needs Deep Behavior Analysis: Exploring Implicit Planning by Model-Free Agents in Open-Ended Environments
- DyMoDreamer: World Modeling with Dynamic Modulation
- Enhancing Interpretability in Deep Reinforcement Learning through Semantic Clustering
- Estimating cognitive biases with attention-aware inverse planning
- Learning Intractable Multimodal Policies with Reparameterization and Diversity Regularization
- Learning Memory-Enhanced Improvement Heuristics for Flexible Job Shop Scheduling
- Measure gradients, not activations! Enhancing neuronal activity in deep reinforcement learning
- Mind the GAP! The Challenges of Scale in Pixel-based Deep Reinforcement Learning
- Multi-Objective Reinforcement Learning with Max-Min Criterion: A Game-Theoretic Approach
- NAVIX: Scaling MiniGrid Environments with JAX
- Preference-Driven Multi-Objective Combinatorial Optimization with Conditional Computation
- Real-DRL: Teach and Learn in Reality
- Solving Continuous Mean Field Games: Deep Reinforcement Learning for Non-Stationary Dynamics
- SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound
- Spatial-Aware Decision-Making with Ring Attractors in Reinforcement Learning Systems
- Stable Gradients for Stable Learning at Scale in Deep Reinforcement Learning
- Time Reversal Symmetry for Efficient Robotic Manipulations in Deep Reinforcement Learning
- Turning Sand to Gold: Recycling Data to Bridge On-Policy and Off-Policy Learning via Causal Bound
- Zero-Shot Context Generalization in Reinforcement Learning from Few Training Contexts