cs.LG（2024-04-24）

📊 共 18 篇论文 | 🔗 4 篇有代码

🎯 兴趣领域导航

支柱九：具身大模型 (Embodied Foundation Models) (8 🔗1) 支柱二：RL算法与架构 (RL & Architecture) (7 🔗2) 支柱一：机器人控制 (Robot Control) (1 🔗1) 支柱八：物理动画 (Physics-based Animation) (1) 支柱四：生成式动作 (Generative Motion) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (8 篇)

#题目一句话要点标签🔗⭐
1 AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models 提出AutoGluon-Multimodal以提升多模态AutoML性能 foundation model multimodal
2 zkLLM: Zero Knowledge Proofs for Large Language Models 提出zkLLM以解决大语言模型输出真实性验证问题 large language model
3 Studying Large Language Model Behaviors Under Context-Memory Conflicts With Real Documents 提出现实文档下的知识冲突研究框架以改进LLM表现 large language model ✅
4 Unimodal and Multimodal Sensor Fusion for Wearable Activity Recognition 提出多模态传感器融合方法以提升可穿戴活动识别精度 multimodal
5 The Feasibility of Implementing Large-Scale Transformers on Multi-FPGA Platforms 提出多FPGA平台以实现大规模变换器的可行性 large language model
6 GeckOpt: LLM System Efficiency via Intent-Based Tool Selection 提出基于意图的工具选择方法以提高LLM系统效率 large language model
7 BASS: Batched Attention-optimized Speculative Sampling 提出BASS以解决批量生成中的延迟与吞吐量问题 large language model
8 Review of Data-centric Time Series Analysis from Sample, Feature, and Period 系统评审数据中心时间序列分析方法以提升数据质量 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (7 篇)

#题目一句话要点标签🔗⭐
9 Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges 提出状态空间模型作为变换器替代方案以解决长序列建模问题 Mamba SSM state space model ✅
10 CompilerDream: Learning a Compiler World Model for General Code Optimization 提出CompilerDream以解决通用代码优化问题 reinforcement learning world model world models
11 Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting 提出Bi-Mamba+以解决长时间序列预测中的依赖捕捉问题 Mamba SSM state space model
12 BeSound: Bluetooth-Based Position Estimation Enhancing with Cross-Modality Distillation 提出基于蓝牙的定位估计方法以解决工人隐私问题 distillation
13 ST-MambaSync: The Complement of Mamba and Transformers for Spatial-Temporal in Traffic Flow Prediction 提出ST-MambaSync以解决交通流预测中的长序列数据问题 Mamba
14 Where to Mask: Structure-Guided Masking for Graph Masked Autoencoders 提出结构引导掩码策略以提升图掩码自编码器性能 masked autoencoder ✅
15 Efficient Multi-Model Fusion with Adversarial Complementary Representation Learning 提出对抗性互补表征学习以提升多模型融合效率 representation learning

🔬 支柱一：机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗⭐
16 CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learning 提出CLAD以解决音频深伪检测的鲁棒性问题 manipulation contrastive learning ✅

🔬 支柱八：物理动画 (Physics-based Animation) (1 篇)

#题目一句话要点标签🔗⭐
17 Learned Pulse Shaping Design for PAPR Reduction in DFT-s-OFDM 提出基于机器学习的脉冲整形设计以降低DFT-s-OFDM的PAPR PULSE

🔬 支柱四：生成式动作 (Generative Motion) (1 篇)

#题目一句话要点标签🔗⭐
18 Explainable AI models for predicting liquefaction-induced lateral spreading 提出可解释AI模型以预测液化引发的侧向位移 penetration

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