ICLR 2025 Conference Submissions

PAFT: A Parallel Training Paradigm for Effective LLM Fine-Tuning
Shiva Kumar Pentyala, Zhichao Wang, Bin Bi, Kiran Ramnath, Xiang-Bo Mao, Regunathan Radhakrishnan, Sitaram Asur, Claire Na Cheng
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
ClinicalLab: Aligning Agents for Multi-Departmental Clinical Diagnostics in the Real World
Weixiang Yan, Haitian Liu, Tengxiao Wu, Qian Chen, Wen Wang, Haoyuan Chai, Jiayi Wang, Weishan Zhao, Yixin Zhang, Renjun Zhang, Li Zhu, Xuandong Zhao
- 27 Sept 2024 (modified: 16 Dec 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
FlexBCQ: Flexible Binary-coding Quantization for Large Language Models
Seungcheol Park, Byeongwook Kim, Jeongin Bae, Beomseok Kwon, Se Jung Kwon, U Kang, Dongsoo Lee
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
To Trust or Not to Trust? Enhancing Large Language Models' Situated Faithfulness to External Contexts
Yukun Huang, Sanxing Chen, Hongyi Cai, Bhuwan Dhingra
- Published: 22 Jan 2025, Last Modified: 02 Mar 2025
- ICLR 2025 Spotlight
- Readers: Everyone
Heavy-Tailed Diffusion Models
Kushagra Pandey, Jaideep Pathak, Yilun Xu, Stephan Mandt, Michael Pritchard, Arash Vahdat, Morteza Mardani
- Published: 22 Jan 2025, Last Modified: 07 Apr 2025
- ICLR 2025 Poster
- Readers: Everyone
LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA Optimization
Jui-Nan Yen, Si Si, Zhao Meng, Felix Yu, Sai Surya Duvvuri, Inderjit S Dhillon, Cho-Jui Hsieh, Sanjiv Kumar
- Published: 22 Jan 2025, Last Modified: 18 May 2025
- ICLR 2025 Oral
- Readers: Everyone
GL-Fusion: Rethinking the Combination of Graph Neural Network and Large Language model
Haotong Yang, Xiyuan Wang, Qian Tao, Shuxian Hu, Zhouchen Lin, Muhan Zhang
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Riemannian Low-Rank Adaptation for Federated Fine-Tuning of Foundation Models
Zihan Zhou, Yang Zhou, Tianshi Che, Zeru Zhang, Jiaxiang Ren, Da Yan, Zhe Jiang, yelong shen, Ruoming Jin, Jianfeng Gao
- 27 Sept 2024 (modified: 16 Jan 2025)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Efficient Inference for Large Language Model-based Generative Recommendation
Xinyu Lin, Chaoqun Yang, Wenjie Wang, Yongqi Li, Cunxiao Du, Fuli Feng, See-Kiong Ng, Tat-Seng Chua
- Published: 22 Jan 2025, Last Modified: 30 Mar 2025
- ICLR 2025 Poster
- Readers: Everyone
Spatial 3D-LLM: Progressive Spatial Awareness for Advanced 3D Vision-Language Understanding
Xiaoyan Wang, Zeju Li, Yifan Xu, Jiaxing Qi, Zhifei Yang, Ruifei Ma, Xiangde Liu, Chao Zhang
- 27 Sept 2024 (modified: 26 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
VRM: Knowledge Distillation via Virtual Relation Matching
Weijia Zhang, Fei Xie, Weidong Cai, Chao Ma
- 27 Sept 2024 (modified: 14 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Potential Outcomes Estimation Under Hidden Confounders
Ahmed Aloui, Juncheng Dong, Ali Hasan, Vahid Tarokh
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
On High-Dimensional Action Selection for Deep Reinforcement Learning
Wenbo Zhang, Hengrui Cai
- 27 Sept 2024 (modified: 25 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Refine Knowledge of Large Language Models via Adaptive Contrastive Learning
Yinghui Li, Haojing Huang, Jiayi Kuang, Yangning Li, Shu-Yu Guo, Chao Qu, Xiaoyu Tan, Hai-Tao Zheng, Ying Shen, Philip S. Yu
- Published: 22 Jan 2025, Last Modified: 11 Feb 2025
- ICLR 2025 Poster
- Readers: Everyone
Tests as Instructions: A Test-Driven-Development Benchmark for LLM Code Generation
Yi Cui
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
ChebyNet: Boosting Neural Network Fitting and Efficiency through Chebyshev Polynomial Layer Connections
Yue Xin, Jiarui Zhang, Ziyang Zheng, Yaoming Wang, Wenrui Dai, Chenglin Li, Junni Zou, Hongkai Xiong
- 27 Sept 2024 (modified: 20 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
MeFBO: A Moreau Envelope Based First-Order Stochastic Gradient Method for Nonconvex Federated Bilevel Optimization
Yaoshuai Ma, Xiao Wang, Wei Yao, Jin Zhang
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Hi-TPH: A Large-Scale Hierarchical Dataset for TCR-pHLA Binding Prediction
Xinyuan Zhu, Jiadong Lu, Yeqing Lu, Yuyan Zhang, Fuli Feng
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Frequency-Conditioned Diffusion Models for Time Series Generation
Seungwoo Jeong, Junghyo Sohn, Jaehyun Jeon, Yeajin Shon, Heung-Il Suk
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
On the Cycle Consistency of Image-Text Mappings
Caroline Chan, Hyojin Bahng, Fredo Durand, Phillip Isola
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Robust RLHF with Noisy Rewards
Wei Shen, Xiaoying Zhang, Yuanshun Yao, Rui Zheng, Hongyi Guo, Yang Liu
- 27 Sept 2024 (modified: 27 Dec 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Establishing Knowledge Preference in Language Models
Sizhe Zhou, Sha Li, Yu Meng, Yizhu Jiao, Heng Ji, Jiawei Han
- 27 Sept 2024 (modified: 22 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Beyond Scale: The Diversity Coefficient as a Data Quality Metric for Variability in Natural Language Data
Brando Miranda, Alycia Lee, Sudharsan Sundar, Allison Casasola, Rylan Schaeffer, Sanmi Koyejo
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Dueling in the Dark: An Efficient and Optimal $O(\sqrt{T})$ Mirror Descent Approach for Competing against Adversarial Preferences
Aadirupa Saha, Barry-John Theobald
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Advancing Differential Privacy through Synthetic Dataset Alignment
Runkai Zheng, Yinong Oliver Wang, Nicholas Apostoloff, Oncel Tuzel, Jerremy Holland, Fernando De la Torre
- 27 Sept 2024 (modified: 20 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone