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Actor-Critic Algorithms #247

Open joyhuang9473 opened 6 years ago

joyhuang9473 commented 6 years ago

Actor-Critic Algorithms

Author: Vijay R. Konda, John N. Tsitsiklis
Origin: https://papers.nips.cc/paper/1786-actor-critic-algorithms.pdf
Related:
- PyTorch4 tutorial of: actor critic / proximal policy optimization / acer / ddpg / twin dueling ddpg / soft actor critic / generative adversarial imitation learning / hindsight experience replay https://github.com/higgsfield/RL-Adventure-2
- https://github.com/llSourcell/actor_critic
- http://rll.berkeley.edu/deeprlcourse/f17docs/lecture_5_actor_critic_pdf.pdf
- http://web.mit.edu/jnt/www/Papers/J094-03-kon-actors.pdf
- http://mlg.eng.cam.ac.uk/rowan/files/rl/06_actorcritic.pdf
- http://mi.eng.cam.ac.uk/~mg436/LectureSlides/MLSALT7/L5.pdf

joyhuang9473 commented 6 years ago

Siraj Raval: Actor Critic Algorithms https://www.youtube.com/watch?v=w_3mmm0P0j8

joyhuang9473 commented 6 years ago

Markov Decision Processes
Policy gradient