Rethinking Soft Actor-Critic in High-Dimensional Action Spaces: The Cost of Ignoring Distribution Shift
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Yanjun, Zhang, Xinming, Wang, Xianghui, Xu, Zhiqiang, Shen, Xiaoyu, Zhang, Wei |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Distributional Soft Actor-Critic with Diffusion Policy
by: Liu, Tong, et al.
Published: (2025)
by: Liu, Tong, et al.
Published: (2025)
FastDSAC: Unlocking the Potential of Maximum Entropy RL in High-Dimensional Humanoid Control
by: Xue, Jun, et al.
Published: (2026)
by: Xue, Jun, et al.
Published: (2026)
Revisiting Discrete Soft Actor-Critic
by: Zhou, Haibin, et al.
Published: (2022)
by: Zhou, Haibin, et al.
Published: (2022)
DSAC: Distributional Soft Actor-Critic for Risk-Sensitive Reinforcement Learning
by: Ma, Xiaoteng, et al.
Published: (2020)
by: Ma, Xiaoteng, et al.
Published: (2020)
Average-Reward Soft Actor-Critic
by: Adamczyk, Jacob, et al.
Published: (2025)
by: Adamczyk, Jacob, et al.
Published: (2025)
Exact Is Easier: Credit Assignment for Cooperative LLM Agents
by: Chen, Yanjun, et al.
Published: (2026)
by: Chen, Yanjun, et al.
Published: (2026)
Proximal Action Replacement for Behavior Cloning Actor-Critic in Offline Reinforcement Learning
by: Dong, Jinzong, et al.
Published: (2026)
by: Dong, Jinzong, et al.
Published: (2026)
Distributional Soft Actor-Critic with Harmonic Gradient for Safe and Efficient Autonomous Driving in Multi-lane Scenarios
by: Zhang, Feihong, et al.
Published: (2025)
by: Zhang, Feihong, et al.
Published: (2025)
Bidirectional Soft Actor-Critic: Leveraging Forward and Reverse KL Divergence for Efficient Reinforcement Learning
by: Zhang, Yixian, et al.
Published: (2025)
by: Zhang, Yixian, et al.
Published: (2025)
DR-SAC: Distributionally Robust Soft Actor-Critic for Reinforcement Learning under Uncertainty
by: Cui, Mingxuan, et al.
Published: (2025)
by: Cui, Mingxuan, et al.
Published: (2025)
SACn: Soft Actor-Critic with n-step Returns
by: Łyskawa, Jakub, et al.
Published: (2025)
by: Łyskawa, Jakub, et al.
Published: (2025)
Bridging the Gap: Enabling Soft Actor Critic for High Performance Legged Locomotion
by: Sabatini, Gianluca, et al.
Published: (2026)
by: Sabatini, Gianluca, et al.
Published: (2026)
Dissecting Discrete Soft Actor-Critic: Limitations and Principled Alternatives
by: Asad, Reza, et al.
Published: (2025)
by: Asad, Reza, et al.
Published: (2025)
Decorrelated Soft Actor-Critic for Efficient Deep Reinforcement Learning
by: Küçükoğlu, Burcu, et al.
Published: (2025)
by: Küçükoğlu, Burcu, et al.
Published: (2025)
D2C-HRHR: Discrete Actions with Double Distributional Critics for High-Risk-High-Return Tasks
by: Zhang, Jundong, et al.
Published: (2025)
by: Zhang, Jundong, et al.
Published: (2025)
Causal Policy Learning in Reinforcement Learning: Backdoor-Adjusted Soft Actor-Critic
by: Vo, Thanh Vinh, et al.
Published: (2025)
by: Vo, Thanh Vinh, et al.
Published: (2025)
Functional Critics Are Essential for Actor-Critic: From Off-Policy Stability to Efficient Exploration
by: Bai, Qinxun, et al.
Published: (2025)
by: Bai, Qinxun, et al.
Published: (2025)
Scrutinize What We Ignore: Reining In Task Representation Shift Of Context-Based Offline Meta Reinforcement Learning
by: Zhang, Hai, et al.
Published: (2024)
by: Zhang, Hai, et al.
Published: (2024)
AI Olympics challenge with Evolutionary Soft Actor Critic
by: Calì, Marco, et al.
Published: (2024)
by: Calì, Marco, et al.
Published: (2024)
Actor-Critics Can Achieve Optimal Sample Efficiency
by: Tan, Kevin, et al.
Published: (2025)
by: Tan, Kevin, et al.
Published: (2025)
Bias as a Virtue: Rethinking Generalization under Distribution Shifts
by: Chen, Ruixuan, et al.
Published: (2025)
by: Chen, Ruixuan, et al.
Published: (2025)
SAC-GLAM: Improving Online RL for LLM agents with Soft Actor-Critic and Hindsight Relabeling
by: Gaven, Loris, et al.
Published: (2024)
by: Gaven, Loris, et al.
Published: (2024)
Reinforcement Learning Position Control of a Quadrotor Using Soft Actor-Critic (SAC)
by: Mahran, Youssef, et al.
Published: (2025)
by: Mahran, Youssef, et al.
Published: (2025)
Can We Ignore Labels In Out of Distribution Detection?
by: Yang, Hong, et al.
Published: (2025)
by: Yang, Hong, et al.
Published: (2025)
What Do Latent Action Models Actually Learn?
by: Zhang, Chuheng, et al.
Published: (2025)
by: Zhang, Chuheng, et al.
Published: (2025)
Heavy-Ball Momentum Accelerated Actor-Critic With Function Approximation
by: Dong, Yanjie, et al.
Published: (2024)
by: Dong, Yanjie, et al.
Published: (2024)
Application of Soft Actor-Critic Algorithms in Optimizing Wastewater Treatment with Time Delays Integration
by: Mohammadi, Esmaeel, et al.
Published: (2024)
by: Mohammadi, Esmaeel, et al.
Published: (2024)
CTD4 -- A Deep Continuous Distributional Actor-Critic Agent with a Kalman Fusion of Multiple Critics
by: Valencia, David, et al.
Published: (2024)
by: Valencia, David, et al.
Published: (2024)
Value Improved Actor Critic Algorithms
by: Oren, Yaniv, et al.
Published: (2024)
by: Oren, Yaniv, et al.
Published: (2024)
Diffusion Actor-Critic with Entropy Regulator
by: Wang, Yinuo, et al.
Published: (2024)
by: Wang, Yinuo, et al.
Published: (2024)
Rethinking Plasticity in Deep Reinforcement Learning
by: He, Zhiqiang
Published: (2026)
by: He, Zhiqiang
Published: (2026)
Rethinking Distribution Shifts: Empirical Analysis and Inductive Modeling for Tabular Data
by: Wang, Tianyu, et al.
Published: (2023)
by: Wang, Tianyu, et al.
Published: (2023)
Federated Natural Policy Gradient and Actor Critic Methods for Multi-task Reinforcement Learning
by: Yang, Tong, et al.
Published: (2023)
by: Yang, Tong, et al.
Published: (2023)
Finite-time Convergence Analysis of Actor-Critic with Evolving Reward
by: Hu, Rui, et al.
Published: (2025)
by: Hu, Rui, et al.
Published: (2025)
Comparative Analysis of Parameterized Action Actor-Critic Reinforcement Learning Algorithms for Web Search Match Plan Generation
by: Bapoo, Ubayd, et al.
Published: (2025)
by: Bapoo, Ubayd, et al.
Published: (2025)
${\rm E}(3)$-Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning
by: Chen, Dingyang, et al.
Published: (2023)
by: Chen, Dingyang, et al.
Published: (2023)
Double Actor-Critic with TD Error-Driven Regularization in Reinforcement Learning
by: Chen, Haohui, et al.
Published: (2024)
by: Chen, Haohui, et al.
Published: (2024)
Offline-Boosted Actor-Critic: Adaptively Blending Optimal Historical Behaviors in Deep Off-Policy RL
by: Luo, Yu, et al.
Published: (2024)
by: Luo, Yu, et al.
Published: (2024)
Quality-Diversity Actor-Critic: Learning High-Performing and Diverse Behaviors via Value and Successor Features Critics
by: Grillotti, Luca, et al.
Published: (2024)
by: Grillotti, Luca, et al.
Published: (2024)
Flow Actor-Critic for Offline Reinforcement Learning
by: Chae, Jongseong, et al.
Published: (2026)
by: Chae, Jongseong, et al.
Published: (2026)
Similar Items
-
Distributional Soft Actor-Critic with Diffusion Policy
by: Liu, Tong, et al.
Published: (2025) -
FastDSAC: Unlocking the Potential of Maximum Entropy RL in High-Dimensional Humanoid Control
by: Xue, Jun, et al.
Published: (2026) -
Revisiting Discrete Soft Actor-Critic
by: Zhou, Haibin, et al.
Published: (2022) -
DSAC: Distributional Soft Actor-Critic for Risk-Sensitive Reinforcement Learning
by: Ma, Xiaoteng, et al.
Published: (2020) -
Average-Reward Soft Actor-Critic
by: Adamczyk, Jacob, et al.
Published: (2025)