Tag: adversarial reinforcement learning
Browse our exclusive articles!
Accelerate MUS Enumeration with Hypergraph Neural Networks
Discover how Hypergraph Neural Networks speed up Minimal Unsatisfiable Subset enumeration, improving efficiency in constraint satisfaction problems.
StaRPO: Enhancing RL with Stability for Better Reasoning
StaRPO improves reinforcement learning by adding stability metrics, boosting logical consistency and accuracy in AI reasoning tasks.
SPPO: Efficient PPO for Long-Horizon Reasoning Tasks
Discover SPPO, a scalable Sequence-Level PPO algorithm improving stability and efficiency in long-horizon reasoning for Large Language Models.
Using Environmental Artifacts to Enhance Agent Memory
Explore how environmental artifacts reduce memory needs in reinforcement learning, enabling smarter AI through external memory resources.
RAMP: Hybrid DRL for Online Numeric Action Model Learning
Discover RAMP, a hybrid deep reinforcement learning method for online learning of numeric action models, enhancing automated planning efficiency and adapta...