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Transformer Foundations
From attention mechanics to modern architectures.
0 articles>Generative Models
Diffusion, flow matching, VAEs, and beyond.
0 articles>Reinforcement Learning Path
HIL-SERL: Human-in-the-Loop Sample-Efficient Robotic Reinforcement Learning for Dexterous Manipulation
1 article>Math for Deep Learning
Imitation Bootstrapped Reinforcement Learning (IBRL): Using Demonstrations in Exploration and Bootstrapping
1 article>9 results
HIL-SERL: Human-in-the-Loop Sample-Efficient Robotic Reinforcement Learning for Dexterous Manipulation
A diagram-rich generated explanation from the public library.
Imitation Bootstrapped Reinforcement Learning (IBRL)
A diagram-rich generated explanation from the public library.
Imitation Bootstrapped Reinforcement Learning (IBRL): Using Demonstrations in Exploration and Bootstrapping
A diagram-rich generated explanation from the public library.
Odysseus: Stable RL Training of VLMs for Long-Horizon Game Decision-Making
A diagram-rich generated explanation from the public library.
ECHO: Turning Terminal Feedback into Dense Supervision for Agent RL
A diagram-rich generated explanation from the public library.
Maximum Likelihood Reinforcement Learning (MaxRL): A Compute-Indexed Bridge from RL to Log-Likelihood
RL framework that approximates maximum likelihood for binary-outcome tasks.
Reinforcement Learning for Large Language Models: Group Relative Policy Optimization (GRPO)
GRPO and RL for LLM's
LeWorldModel: Stable End-to-End Joint-Embedding Predictive Architectures from Pixels
Stable JEPA-based world model that learns and plans from raw pixels.
Policy Gradient Methods
policy gradient methods