cs.LG（2024-03-26）

📊 共 16 篇论文

🎯 兴趣领域导航

支柱二：RL算法与架构 (RL & Architecture) (9) 支柱九：具身大模型 (Embodied Foundation Models) (6) 支柱一：机器人控制 (Robot Control) (1)

🔬 支柱二：RL算法与架构 (RL & Architecture) (9 篇)

#题目一句话要点标签🔗⭐
1 Diffusion Policies for Risk-Averse Behavior Modeling in Offline Reinforcement Learning 提出一种不确定性感知的离线强化学习方法以解决风险规避问题 reinforcement learning offline RL offline reinforcement learning
2 Oh! We Freeze: Improving Quantized Knowledge Distillation via Signal Propagation Analysis for Large Language Models 提出KD-QAT方法以解决低比特量化模型的稳定性问题 distillation large language model
3 Retentive Decision Transformer with Adaptive Masking for Reinforcement Learning based Recommendation Systems 提出自适应掩码的保持决策变换器以解决推荐系统中的挑战 reinforcement learning offline RL decision transformer
4 Imitating Cost-Constrained Behaviors in Reinforcement Learning 提出多种方法以解决强化学习中的成本约束模仿问题 reinforcement learning imitation learning inverse reinforcement learning
5 PeersimGym: An Environment for Solving the Task Offloading Problem with Reinforcement Learning 提出PeersimGym以解决任务卸载问题 reinforcement learning deep reinforcement learning
6 Compressed Federated Reinforcement Learning with a Generative Model 提出压缩联邦强化学习方法以降低通信成本 reinforcement learning
7 BVR Gym: A Reinforcement Learning Environment for Beyond-Visual-Range Air Combat 提出BVR Gym以解决超视距空战战术研究问题 reinforcement learning
8 VDSC: Enhancing Exploration Timing with Value Discrepancy and State Counts 提出VDSC以优化深度强化学习中的探索时机 reinforcement learning deep reinforcement learning
9 Incorporating Exponential Smoothing into MLP: A Simple but Effective Sequence Model 提出将指数平滑融入MLP以建模长序列依赖 SSM state space model

🔬 支柱九：具身大模型 (Embodied Foundation Models) (6 篇)

#题目一句话要点标签🔗⭐
10 LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning 提出LISA以解决大语言模型微调中的内存效率问题 large language model
11 R2D2 image reconstruction with model uncertainty quantification in radio astronomy 提出R2D2以解决射电天文学中的图像重建与不确定性量化问题 VLA
12 Untangling Knots: Leveraging LLM for Error Resolution in Computational Notebooks 提出基于LLM的迭代代理以解决计算笔记本中的错误问题 large language model
13 Neural Embedding Compression For Efficient Multi-Task Earth Observation Modelling 提出神经嵌入压缩以提高多任务地球观测建模效率 foundation model
14 Are Compressed Language Models Less Subgroup Robust? 研究压缩语言模型对少数群体鲁棒性的影响 large language model
15 Targeted Visualization of the Backbone of Encoder LLMs 提出DeepView方法以解决NLP领域可解释性不足问题 large language model

🔬 支柱一：机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗⭐
16 Mechanistic Design and Scaling of Hybrid Architectures 提出机械化架构设计以简化深度学习模型开发 manipulation Mamba

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