cs.LG(2023-12-29)

📊 共 9 篇论文 | 🔗 1 篇有代码

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支柱九:具身大模型 (Embodied Foundation Models) (4) 支柱二:RL算法与架构 (RL & Architecture) (3) 支柱四:生成式动作 (Generative Motion) (1) 支柱一:机器人控制 (Robot Control) (1 🔗1)

🔬 支柱九:具身大模型 (Embodied Foundation Models) (4 篇)

#题目一句话要点标签🔗
1 XAI for In-hospital Mortality Prediction via Multimodal ICU Data 提出X-MMP模型,利用多模态ICU数据实现可解释的院内死亡率预测。 multimodal
2 Self-supervised Pretraining for Decision Foundation Model: Formulation, Pipeline and Challenges 探索决策基础模型的自监督预训练:方法、流程与挑战 foundation model
3 Integrating Chemical Language and Molecular Graph in Multimodal Fused Deep Learning for Drug Property Prediction 提出多模态融合深度学习模型MMFDL,提升药物性质预测的准确性和鲁棒性 multimodal
4 Differentially Private Low-Rank Adaptation of Large Language Model Using Federated Learning 提出DP-LoRA,通过联邦学习和差分隐私实现LLM的低秩自适应微调。 large language model

🔬 支柱二:RL算法与架构 (RL & Architecture) (3 篇)

#题目一句话要点标签🔗
5 HiBid: A Cross-Channel Constrained Bidding System with Budget Allocation by Hierarchical Offline Deep Reinforcement Learning 提出HiBid,通过分层离线深度强化学习解决跨渠道约束竞价与预算分配问题 reinforcement learning deep reinforcement learning DRL
6 Generalization properties of contrastive world models 对比世界模型在泛化性上存在局限,尤其是在超出分布的场景下 world model
7 ClST: A Convolutional Transformer Framework for Automatic Modulation Recognition by Knowledge Distillation 提出卷积链接信号Transformer(ClST)和信号知识蒸馏(SKD)方法,提升复杂信道下自动调制识别性能。 distillation

🔬 支柱四:生成式动作 (Generative Motion) (1 篇)

#题目一句话要点标签🔗
8 Bespoke Approximation of Multiplication-Accumulation and Activation Targeting Printed Multilayer Perceptrons 针对印刷多层感知器的乘累加和激活函数的定制近似框架 penetration

🔬 支柱一:机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗
9 AIJack: Let's Hijack AI! Security and Privacy Risk Simulator for Machine Learning AIJack:用于机器学习安全与隐私风险评估的开源模拟器 manipulation

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