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WarpSAC: When More Data Changes the Right RL Algorithm

Imagine training a robot arm from a replay buffer that contains plenty of examples of ordinary motions—move left, move right, lower ...

Reinforcement LearningSoft Actor-CriticScalable Off-Policy RL

Aug 28, 2026 25 min read 173

From Imitation to Refinement – Residual RL for Precise Robotic Assembly

A diagram-rich generated explanation from the public library.

Reinforcement LearningDiffusion

Jun 16, 2026 45 min read 440

HIL-SERL: Human-in-the-Loop Sample-Efficient Robotic Reinforcement Learning for Dexterous Manipulation

A diagram-rich generated explanation from the public library.

Machine LearningReinforcement Learning

Jun 10, 2026 45 min read 584

Imitation Bootstrapped Reinforcement Learning (IBRL)

A diagram-rich generated explanation from the public library.

Machine LearningReinforcement Learning

Jun 2, 2026 45 min read 205

Imitation Bootstrapped Reinforcement Learning (IBRL): Using Demonstrations in Exploration and Bootstrapping

A diagram-rich generated explanation from the public library.

Machine LearningReinforcement Learning

May 26, 2026 45 min read 105

Odysseus: Stable RL Training of VLMs for Long-Horizon Game Decision-Making

A diagram-rich generated explanation from the public library.

Machine LearningReinforcement Learning

May 18, 2026 45 min read 105

ECHO: Turning Terminal Feedback into Dense Supervision for Agent RL

A diagram-rich generated explanation from the public library.

Machine LearningReinforcement Learning

May 18, 2026 45 min read 80

Maximum Likelihood Reinforcement Learning (MaxRL): A Compute-Indexed Bridge from RL to Log-Likelihood

RL framework that approximates maximum likelihood for binary-outcome tasks.

Machine LearningReinforcement Learning

May 17, 2026 45 min read 128

Reinforcement Learning for Large Language Models: Group Relative Policy Optimization (GRPO)

GRPO and RL for LLM's

Machine LearningReinforcement LearningLLMs

May 17, 2026 45 min read 152

LeWorldModel: Stable End-to-End Joint-Embedding Predictive Architectures from Pixels

Stable JEPA-based world model that learns and plans from raw pixels.

Machine LearningReinforcement Learning

May 11, 2026 45 min read 222

Policy Gradient Methods

policy gradient methods

Machine LearningReinforcement Learning

Apr 26, 2026 45 min read 94