cs.LG(2023-11-06)
📊 共 13 篇论文 | 🔗 6 篇有代码
🎯 兴趣领域导航
支柱九:具身大模型 (Embodied Foundation Models) (7 🔗3)
支柱二:RL算法与架构 (RL & Architecture) (4 🔗2)
支柱八:物理动画 (Physics-based Animation) (2 🔗1)
🔬 支柱九:具身大模型 (Embodied Foundation Models) (7 篇)
| # | 题目 | 一句话要点 | 标签 | 🔗 | ⭐ |
|---|---|---|---|---|---|
| 1 | QualEval: Qualitative Evaluation for Model Improvement | 提出QualEval以解决量化评估指标不足的问题 | large language model | ||
| 2 | On the Intersection of Self-Correction and Trust in Language Models | 利用自我纠错提升语言模型的可信度 | large language model | ||
| 3 | Beyond Words: A Mathematical Framework for Interpreting Large Language Models | 提出Hex框架以系统性描述与改进大型语言模型 | large language model chain-of-thought | ||
| 4 | Leveraging High-Level Synthesis and Large Language Models to Generate, Simulate, and Deploy a Uniform Random Number Generator Hardware Design | 提出高层次综合方法以生成随机数生成器硬件设计 | large language model | ||
| 5 | DeepInception: Hypnotize Large Language Model to Be Jailbreaker | 提出轻量级方法利用LLM的拟人化能力进行越狱 | large language model | ✅ | |
| 6 | Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges | 提出Bingo基准以解决GPT-4V(ision)的幻觉偏差与干扰问题 | chain-of-thought | ✅ | |
| 7 | S-LoRA: Serving Thousands of Concurrent LoRA Adapters | 提出S-LoRA以解决大规模LoRA适配器服务问题 | large language model | ✅ |
🔬 支柱二:RL算法与架构 (RL & Architecture) (4 篇)
| # | 题目 | 一句话要点 | 标签 | 🔗 | ⭐ |
|---|---|---|---|---|---|
| 8 | Uni-O4: Unifying Online and Offline Deep Reinforcement Learning with Multi-Step On-Policy Optimization | 提出Uni-O4以统一在线与离线深度强化学习 | reinforcement learning deep reinforcement learning | ✅ | |
| 9 | Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination | 通过层次特征压缩与区分理解深度表示学习 | representation learning | ✅ | |
| 10 | HDGL: A hierarchical dynamic graph representation learning model for brain disorder classification | 提出HDGL模型以解决脑部疾病分类中的动态图表示学习问题 | representation learning | ||
| 11 | Low-Rank MDPs with Continuous Action Spaces | 扩展低秩MDP至连续动作空间以提升学习效率 | reinforcement learning representation learning |
🔬 支柱八:物理动画 (Physics-based Animation) (2 篇)
| # | 题目 | 一句话要点 | 标签 | 🔗 | ⭐ |
|---|---|---|---|---|---|
| 12 | Hopfield-Enhanced Deep Neural Networks for Artifact-Resilient Brain State Decoding | 提出Hopfield增强深度神经网络以解决脑状态解码中的伪影问题 | spatiotemporal | ||
| 13 | MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization | 提出MultiSPANS以解决复杂交通预测问题 | spatiotemporal | ✅ |