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ICML 2025 Conference Submissions
Divide and Conquer: Grounding LLMs as Efficient Decision-Making Agents via Offline Hierarchical Reinforcement Learning
Zican Hu
,
Wei Liu
,
Xiaoye Qu
,
Xiangyu Yue
,
Chunlin Chen
,
Zhi Wang
,
Yu Cheng
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
RobustLight: Improving Robustness via Diffusion Reinforcement Learning for Traffic Signal Control
Mingyuan Li
,
Jiahao Wang
,
Guangsheng Yu
,
Xu Wang
,
Qianrun Chen
,
Wei Ni
,
Lixiang Li
,
Haipeng Peng
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
EnsLoss: Stochastic Calibrated Loss Ensembles for Preventing Overfitting in Classification
Ben Dai
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Quantum Speedup for Hypergraph Sparsification
Chenghua Liu
,
Minbo Gao
,
Zhengfeng Ji
,
Mingsheng Ying
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Trajectory World Models for Heterogeneous Environments
Shaofeng Yin
,
Jialong Wu
,
Siqiao Huang
,
Xingjian Su
,
Xu He
,
Jianye HAO
,
Mingsheng Long
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Sign Operator for Coping with Heavy-Tailed Noise: High Probability Convergence Bounds with Extensions to Distributed Optimization and Comparison Oracle
Nikita Maksimovich Kornilov
,
Philip Zmushko
,
Andrei Semenov
,
Alexander Gasnikov
,
Aleksandr Beznosikov
13 Jan 2025 (modified: 18 Jun 2025)
Submitted to ICML 2025
Readers:
Everyone
Concept-Based Unsupervised Domain Adaptation
Xinyue Xu
,
Yueying Hu
,
Hui Tang
,
Yi Qin
,
Lu Mi
,
Hao Wang
,
Xiaomeng Li
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment
Chenghao Fan
,
Zhenyi Lu
,
Sichen Liu
,
Chengfeng Gu
,
Xiaoye Qu
,
Wei Wei
,
Yu Cheng
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
A General Framework for Inference-time Scaling and Steering of Diffusion Models
Raghav Singhal
,
Zachary Horvitz
,
Ryan Teehan
,
Mengye Ren
,
Zhou Yu
,
Kathleen McKeown
,
Rajesh Ranganath
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Diff-MoE: Diffusion Transformer with Time-Aware and Space-Adaptive Experts
Kun Cheng
,
Xiao He
,
Lei Yu
,
Zhijun Tu
,
Mingrui Zhu
,
Nannan Wang
,
Xinbo Gao
,
Jie Hu
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Steer LLM Latents for Hallucination Detection
Seongheon Park
,
Xuefeng Du
,
Min-Hsuan Yeh
,
Haobo Wang
,
Yixuan Li
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency
Dongzhi Jiang
,
Renrui Zhang
,
Ziyu Guo
,
Yanwei Li
,
Yu Qi
,
Xinyan Chen
,
Liuhui Wang
,
Jianhan Jin
,
Claire Guo
,
Shen Yan
,
Bo Zhang
,
Chaoyou Fu
,
Peng Gao
,
Hongsheng Li
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Temporal Query Network for Efficient Multivariate Time Series Forecasting
Shengsheng Lin
,
Haojun Chen
,
Haijie Wu
,
Chunyun Qiu
,
Weiwei Lin
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments
Yun Qu
,
Cheems Wang
,
Yixiu Mao
,
Yiqin Lv
,
Xiangyang Ji
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Global Optimization with a Power-Transformed Objective and Gaussian Smoothing
Chen Xu
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Accelerating PDE-Constrained Optimization by the Derivative of Neural Operators
Ze Cheng
,
Zhuoyu Li
,
Wang Xiaoqiang
,
Jianing Huang
,
Zhizhou Zhang
,
Zhongkai Hao
,
Hang Su
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Beyond Zero Initialization: Investigating the Impact of Non-Zero Initialization on LoRA Fine-Tuning Dynamics
Shiwei Li
,
Xiandi Luo
,
Xing Tang
,
Haozhao Wang
,
Hao Chen
,
weihongluo
,
Yuhua Li
,
xiuqiang He
,
Ruixuan Li
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
The Panaceas for Improving Low-Rank Decomposition in Communication-Efficient Federated Learning
Shiwei Li
,
Xiandi Luo
,
Haozhao Wang
,
Xing Tang
,
Shijie Xu
,
weihongluo
,
Yuhua Li
,
xiuqiang He
,
Ruixuan Li
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Language Models as Implicit Tree Search
Ziliang Chen
,
Zhao-Rong Lai
,
Yufeng Yang
,
Liangda Fang
,
ZHANFU YANG
,
Liang Lin
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
IntLoRA: Integral Low-rank Adaptation of Quantized Diffusion Models
Hang Guo
,
Yawei Li
,
Tao Dai
,
Shu-Tao Xia
,
Luca Benini
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Closed-Loop Long-Horizon Robotic Planning via Equilibrium Sequence Modeling
Jinghan Li
,
Zhicheng Sun
,
Yadong MU
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
Towards the Causal Complete Cause of Multi-Modal Representation Learning
Jingyao Wang
,
Siyu Zhao
,
Wenwen Qiang
,
Jiangmeng Li
,
Changwen Zheng
,
Fuchun Sun
,
Hui Xiong
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
VIP: Vision Instructed Pre-training for Robotic Manipulation
Zhuoling Li
,
LiangLiang Ren
,
Jinrong Yang
,
Yong Zhao
,
Xiaoyang Wu
,
Zhenhua Xu
,
Xiang Bai
,
Hengshuang Zhao
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
LARM: Large Auto-Regressive Model for Long-Horizon Embodied Intelligence
Zhuoling Li
,
Xiaogang Xu
,
Zhenhua Xu
,
Ser-Nam Lim
,
Hengshuang Zhao
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP
Hanxun Huang
,
Sarah Monazam Erfani
,
Yige Li
,
Xingjun Ma
,
James Bailey
Published: 01 May 2025, Last Modified: 18 Jun 2025
ICML 2025 poster
Readers:
Everyone
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