Browse project ideas, reference papers, abstracts and academic guidance related to Reinforcement Learning.
This M.Tech project topic focuses on Hierarchical RL for Long-Horizon Task Planning in Service Robots. It belongs to the Reinforcement Learning area within Artificial Intelligence & Machine Learning. The topic can be…
Reference Paper: Hierarchical Reinforcement Learning with the MAXQ Value Function Decomposition
This M.Tech project topic focuses on Deep Q-Network Agent for Adaptive Traffic Signal Control. It belongs to the Reinforcement Learning area within Artificial Intelligence & Machine Learning. The topic can be used…
Reference Paper: Human-level Control Through Deep Reinforcement Learning (DQN)
This M.Tech project topic focuses on Proximal Policy Optimization for Robotic Arm Manipulation Tasks. It belongs to the Reinforcement Learning area within Artificial Intelligence & Machine Learning. The topic can be used…
Reference Paper: Proximal Policy Optimization Algorithms
This M.Tech project topic focuses on Multi-Agent Reinforcement Learning for Smart Grid Load Balancing. It belongs to the Reinforcement Learning area within Artificial Intelligence & Machine Learning. The topic can be used…
Reference Paper: Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments
This M.Tech project topic focuses on Curriculum Learning in RL for Autonomous Drone Navigation. It belongs to the Reinforcement Learning area within Artificial Intelligence & Machine Learning. The topic can be used…
Reference Paper: Asynchronous Methods for Deep Reinforcement Learning (A3C)
This M.Tech project topic focuses on Sim-to-Real Transfer for Robot Locomotion Using Domain Randomization. It belongs to the Reinforcement Learning area within Artificial Intelligence & Machine Learning. The topic can be used…
Reference Paper: OpenAI Gym
This M.Tech project topic focuses on Offline RL for Personalized Healthcare Treatment Recommendation. It belongs to the Reinforcement Learning area within Artificial Intelligence & Machine Learning. The topic can be used for…
Reference Paper: Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems
This M.Tech project topic focuses on Model-Based RL with World Models for Sample-Efficient Learning. It belongs to the Reinforcement Learning area within Artificial Intelligence & Machine Learning. The topic can be used…
Reference Paper: Dream to Control: Learning Behaviors by Latent Imagination
This M.Tech project topic focuses on Safe Reinforcement Learning with Constraint Satisfaction for Autonomous Driving. It belongs to the Reinforcement Learning area within Artificial Intelligence & Machine Learning. The topic can be…
Reference Paper: Constrained Policy Optimization
This M.Tech project topic focuses on AlphaZero-Inspired Game AI for Strategic Board Games. It belongs to the Reinforcement Learning area within Artificial Intelligence & Machine Learning. The topic can be used for…
Reference Paper: Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
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