cs.LG（2025-08-29）

📊 共 10 篇论文

🎯 兴趣领域导航

#	题目	一句话要点	标签
1	Quantum-Optimized Selective State Space Model for Efficient Time Series Prediction	提出量子优化选择性状态空间模型以解决长时间序列预测问题	Mamba SSM state space model
2	A Knowledge-Guided Cross-Modal Feature Fusion Model for Local Traffic Demand Prediction	提出知识引导的跨模态特征融合模型以解决交通需求预测问题	representation learning large language model multimodal
3	Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification	提出InsightTab框架以解决少样本表格分类问题	distillation large language model
4	Spiking Decision Transformers: Local Plasticity, Phase-Coding, and Dendritic Routing for Low-Power Sequence Control	提出脉冲决策变换器以解决低功耗序列控制问题	reinforcement learning decision transformer
5	FNODE: Flow-Matching for data-driven simulation of constrained multibody systems	提出FNODE以解决多体系统数据驱动模拟中的高计算成本问题	flow matching
6	Beyond expected value: geometric mean optimization for long-term policy performance in reinforcement learning	提出几何均值优化算法以提升强化学习长期策略表现	reinforcement learning

#	题目	一句话要点	标签
7	Speech Foundation Models Generalize to Time Series Tasks from Wearable Sensor Data	提出语音基础模型以解决可穿戴传感器数据的时间序列任务	foundation model
8	QR-LoRA: QR-Based Low-Rank Adaptation for Efficient Fine-Tuning of Large Language Models	提出QR-LoRA以高效微调大型语言模型	large language model
9	MoE-Health: A Mixture of Experts Framework for Robust Multimodal Healthcare Prediction	提出MoE-Health框架以解决多模态医疗预测中的数据不完整问题	multimodal
10	Democratizing Agentic AI with Fast Test-Time Scaling on the Edge	提出FlashTTS以解决边缘设备上推理能力不足的问题	large language model