Reinforcement Learning Theory ================================== Origin ------ - Richard E. Bellman (1957). Dynamic Programming. - Richard S. Sutton (1984). Temporal Credit Assignment in Reinforcement Learning. |image0| .. |image0| image:: https://spinningup.openai.com/en/latest/_images/rl_algorithms_9_15.svg .. figure:: 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:alt: image.webp image.webp Definition of RL ---------------- - the policy .. math:: \underbrace{ a_t }_{\text{agent action}} \sim \underbrace{ \pi_{ \underbrace{ \theta }_{\text{NN}} } }_{\text{stochastic policy parameterized by NN}} (\cdot | \underbrace{ s_t }_{\text{game state}} ) - the environment (natural law) .. math:: s'\sim P \Longleftrightarrow s'\equiv s_{t+1} \sim \underbrace{ P }_{\text{natural law}}(\cdot | s_t, a_t) - definition: trajectory .. math:: \underbrace{ \tau = (s_0, a_0, s_1, a_1, ...) }_{\text{trajectory or episode or rollout}} - definition: rewards .. math:: \text{entropy: } H(P) = \underset{x\sim P}{E}[-\log P(x)] \\ \begin{cases} \text{reward} & r_t=r(s_t, a_t) \\ \text{reward-to-go} & \hat{R}_t = \sum\limits_{t'=t}^{T} r(s_t, a_t) \\ \text{entropy-regularized reward} & R_\tau =\sum\limits_{t=0}^{\infty} (\underbrace{ \gamma }_{\text{discount}} )^t (r_t+\alpha H(\pi(\cdot|s_t))) \end{cases} - what is RL ? .. math:: J(\pi) = \underbrace{ \underset{\tau\sim\pi}{E} [R_\tau] }_{\text{expectation over }\tau \text{ generated by }\pi } \\ \text{RL: find } \pi^* = \arg\max_\pi J(\pi) Bellman equation: A self-consistency equation just like in Density-functional theory ------------------------------------------------------------------------------------ - Action-Value Function .. math:: \begin{align} \text{AVF} &\quad \text{Action-Value Function} \\ \text{on-policy AVF} &\quad Q^\pi(s,a) = \underbrace{ \underset{\tau\sim\pi}{E} [R_\tau | s_0=s, a_0=a] }_{\text{expectation over }\tau \text{ generated by }\pi } \\ \text{Bellman eqn} &\quad Q^\pi(s,a) = \underset{s'\sim P}{E}\left[ r(s,a) + \gamma \; \underbrace{ \underset{a'\sim\pi}{E}[Q^\pi(s',a') ] }_{V^\pi(s')} \right] \\ \text{optimal AVF} &\quad Q^* = \max_\pi Q^\pi \\ \text{Bellman eqn} &\quad Q^*(s,a) = \underset{s'\sim P}{E}\left[ r(s,a) + \gamma \; \underbrace{ \max_{a'}[Q^*(s',a') ] }_{V^*(s')} \right] \\ \end{align} - mean-squared Bellman error .. math:: \text{replay buffer: } D = \{ (s,a,r,s', d),... \} \quad d=\begin{cases} 1& s'\text{ is done} \\ 0& \text{otherwise} \end{cases} \\ L(\phi, D) = \underset{(s,a,r,s', d) \sim D}{E} \left[ \left( Q_\phi(s,a) - \underbrace{ (r+\gamma(1-d) \overbrace{ \max_{a'} Q_{\phi_{\text{targ}}}(s',a') }^{ \text{approx by } Q_{\phi_{\text{targ}}}(s', \; \pi_{\theta_{\text{targ}}}(s') ) } ) }_{\text{target}} \right)^2 \right] \\ \phi_{\text{targ}} \underset{\text{every k steps}}{\longleftarrow} \underbrace{ \rho }_{\text{polyak, } \to 1} \phi_{\text{targ}} + (1-\rho)\phi \\ \theta_{\text{targ}} = \max_\theta \underset{s\sim D}{E}[Q_\phi(s, \; \pi_\theta(s))] - advantage function .. math:: \text{advantage function: } A^\pi(s,a) = Q^\pi(s,a) - V^\pi(s) policy gradient --------------- .. math:: \underbrace{ \nabla_\theta J(\pi_\theta) }_{\text{policy gradient}} = \underset{\tau\sim\pi_\theta}{E} \left[ \sum_{t=0}^T \boxed{ \Phi_t } \nabla_\theta \log \pi_\theta(a_t|s_t) \right] .. math:: \text{lemma: } \underset{a_t\sim\pi_\theta}{E} \left[ \nabla_\theta \log \pi_\theta(a_t|s_t)b(s_t)\right] =0 \text{ for any } \underset{\text{baseline}}{ \boxed{ b(s_t) } } \\ \Phi_t = \begin{cases} \hat{R}_t - b(s_t) \\ Q^{\pi_\theta}(s_t,a_t) - b(s_t) \end{cases} \\ b(s_t) = \begin{cases} V^\pi(s_t) \end{cases} Soft Actor-Critic ----------------- - rewrite .. math:: \hat{Q}^\pi(s,a) = Q^\pi(s,a) - \underbrace{ \gamma^0 \alpha H(\pi(\cdot|s)) }_{\text{entropy when }t=0} - Bellman eqn .. math:: \text{Bellman eqn} \quad Q^\pi(s,a) = \underset{s'\sim P}{E}\left[ r(s,a) + \gamma \; \underbrace{ \underset{a'\sim\pi}{E}[Q^\pi(s',a') ] }_{V^\pi(s')} \right] \\ = \underset{s'\sim P \\ a'\sim\pi}{E}\left[ r(s,a) + \gamma \; Q^\pi(s',a') \right] \\ = \underset{s'\sim P \\ a'\sim\pi}{E}\left[ r(s,a) + \gamma \left( \hat{Q}^\pi(s',a')+ \alpha H(\pi(\cdot|s')) \right) \right] \\ \hat{Q}^\pi(s,a)+ \underset{ }{\boxed{ \alpha H(\pi(\cdot|s)) }} = \underset{s'\sim P \\ a'\sim\pi}{E}\left[ r(s,a) + \gamma \left( \hat{Q}^\pi(s',a')+ \alpha H(\pi(\cdot|s')) \right) \right] Policy Optimization vs Q-Learning --------------------------------- - Policy Optimization: - learns the policy :math:`\pi_\theta(a|s)` directly with NN :math:`\theta`, also learns :math:`V^\pi_\phi(s)` with NN :math:`\phi` in order update the policy - gradient ascent on or maximizing local approximation of :math:`J(\pi_\theta)` - **on-policy:** each update only uses data resulted from latest policy - stable and reliable, but sample inefficient - Q-Learning: - learns :math:`Q^*_\theta(s,a)` with NN :math:`\theta`, which indirectly gives the policy :math:`a^*(s) = \arg\max\limits_a Q^*_\theta(s,a)` - uses cost function based on the Bellman equation - **off-policy:** each update uses any previous data - less stable, but sample efficient - hybrid - Deep Deterministic Policy Gradient - off-policy - continuous action space version of Q learning - differs from Q learning in finding :math:`\arg\max` - use NN to approximate VF .. math:: k: \text{ epoch index} \\ \underbrace{ \phi_k }_{\text{NN to learn }V} = \arg\min_\phi \underset{s_t,\hat{R}_t\sim \pi_k }{E}\left[ \left( V_\phi(s_t) - \hat{R}_t \right)^2 \right] Algorithms ---------- Vanilla Policy Gradient ~~~~~~~~~~~~~~~~~~~~~~~ 2015 Trust Region Policy Optimization (not in comparisons) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - John Schulman (OpenAI, 16524, 31) - Sergey Levine (UC Berkeley Assist Prof, 27200, 76) - Philipp Moritz - Michael I. Jordan (UC Berkeley Prof, 91071, 118) - Pieter Abbeel (UC Berkeley Prof, 37231, 91) 2017 Proximal Policy Optimization ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - John Schulman - Filip Wolski (OpenAI, 3220, 6) - Prafulla Dhariwal (OpenAI, 4443, 8) - Alec Radford (OpenAI, 16501, 14) - Oleg Klimov (OpenAI, 3481, 8) 2016 Deep Deterministic Policy Gradient ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - Timothy P. Lillicrap (DeepMind, 29763, 43) - Jonathan J. Hunt (DeepMind, 4458, 10) - Alexander Pritzel (Deepmind, 6236, 14) - Nicolas Heess (DeepMind, 13047, 35) - Tom Erez (DeepMind, 7435, 21) - Yuval Tassa (DeepMind, 8087, 23) - David Silver (DeepMind, 49958, 58) - Daan Wierstra (DeepMind, 31959, 40) **notation:** in the following :math:`\mu_\theta = \pi_\theta` 2018 Twin Delayed DDPG ~~~~~~~~~~~~~~~~~~~~~~ - Scott Fujimoto (McGill University, 581, 7) - Herke van Hoof (University of Amsterdam, 1185, 15) - David Meger (McGill University, 1620, 14) 2018 Soft Actor-Critic ~~~~~~~~~~~~~~~~~~~~~~ - Tuomas Haarnoja (DeepMind, 1599, 7) - Aurick Zhou (UC Berkeley, 1093, 5) - Pieter Abbeel - Sergey Levine