Deep RL

wy Lv3
  2023-07-23 10:59:37 2023-07-23 10:59:37 Created   2023-07-23 12:24:13 2023-07-23 12:24:13 Updated  55 Words  1 Mins  

Deep RL

Recap: Value function approximation

Deep value function approximation

JAX

Deep Q-learning

Deep Q-learning in JAX

General Value Functions

The reward hypothesis (Sutton and Barto 2018)

General value functions (Sutton et al. 2011)

Example: Simple predictive questions

GVFs as Auxiliary Tasks

Trade-offs in multi-task learning

Open problems in GVF learning

Distributional RL

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  • Title: Deep RL
  • Author: wy
  • Created at : 2023-07-23 10:59:37
  • Updated at : 2023-07-23 12:24:13
  • Link: https://yue-ruby-w.site/2023/07/23/2023-07-23-RL-step10-RLstep10/
  • License: This work is licensed under CC BY-NC-SA 4.0.
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Deep RL
  1. Deep RL
    1. Deep value function approximation
    2. General Value Functions