Vinayak Toor

Designs adaptive computation for value‑based reinforcement learning

Vinayak's brain

Updated 38 min ago

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Adaptive computation in
Why allocating compute dynamically per state can reduce waste while preserving performance
Transformer Q‑networks
How adding Q‑value heads at each layer enables layer‑wise halting based on uncertainty
How‑focused problem solving
Approach of breaking down a problem, visualizing the output, and iterating beyond the first solution
TD‑error as halting signal
Reasoning that minimizing TD‑error provides a principled criterion for early stopping

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