cs.LG（2026-09-04）

📊 共 11 篇论文 | 🔗 1 篇有代码

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支柱二：RL算法与架构 (RL & Architecture) (6) 支柱九：具身大模型 (Embodied Foundation Models) (5 🔗1)

🔬 支柱二：RL算法与架构 (RL & Architecture) (6 篇)

#题目一句话要点标签🔗⭐
1 Training Large Language Models for Small-Molecule Design with Synthetic Task Scaling 提出合成任务扩展以优化小分子设计中的大语言模型 reinforcement learning large language model
2 MURAL: Multimodal Uncertainty-aware Recommendation via Adaptive edge Learning 提出MURAL以解决多模态推荐中的结构刚性与语义脆弱问题 teacher-student multimodal
3 Distill Globally, Adapt Locally: Reasoning Distillation and Product-Type Test-Time Training for Scalable Trade-Up Recommendation 提出两级框架以实现高效的产品升级推荐 distillation large language model
4 Online Change-point Detection for Cooperative Multi-Agent Reinforcement Learning 提出PPR算法以解决多智能体强化学习中的变化检测问题 reinforcement learning
5 Dynamic Heterogeneous Graph Representation Learning: A Survey 提出动态异构图表示学习方法以解决复杂网络建模问题 representation learning
6 Persistent Teacher Anchoring for Tool-Using Agents 提出持久教师锚定方法以解决工具使用代理的知识蒸馏问题 teacher-student distillation

🔬 支柱九：具身大模型 (Embodied Foundation Models) (5 篇)

#题目一句话要点标签🔗⭐
7 PRICE: A Systematic Study of LLM Adaptation Choices for Bitcoin Price Forecasting 提出PRICE系统以解决比特币价格预测中的LLM适应性问题 large language model foundation model chain-of-thought
8 Adaptation Interfaces for In-Context Tabular Foundation Models in Time-to-Event Prediction 提出适应接口以解决时间事件预测中的Tabular Foundation Models问题 foundation model ✅
9 Single-Query Black-Box Calibration Auditing via Logit Bias 通过Logit Bias实现单查询黑箱校准审计 large language model foundation model
10 Amortizing Scaling Law Construction Costs 提出高效的缩放法构建框架以降低训练成本 foundation model
11 BeaconKV: Key-Value Cache Compression Guided by Beacon Queries for Efficient Large Reasoning Model Inference 提出BeaconKV以解决大规模推理模型推理中的KV缓存压缩问题 chain-of-thought

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