Deadly Triad
Feature Engineering for RL
Function Approximation in RL
Generalization in RL
Linear Function Approximation
Radial Basis Function (RL)
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Deep Radial-Basis Value Functions for Continuous Control (Asadi, Parikh, Parr, Konidaris & Littman) Pap… 1 term
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Lecture 7: Function Approximation — RL Theory (linear value function approximation with basis functions) Art… 1 term
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Leveraging Procedural Generation to Benchmark Reinforcement Learning (Procgen Benchmark, ICML 2020) Pap… 1 term
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Reinforcement Learning, Part 8: Feature State Construction (polynomial, Fourier, aggregation, coarse/tile coding, RBFs) Art… 1 term
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Tile Coding — RL Sketchpad: offset tilings, binary features and gradient Monte Carlo approximation Art… 1 term
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