ICLR

JOOCI: a Framework for Learning Comprehensive Speech Representations

Hemant Yadav, Rajiv Ratn Shah, Sunayana Sitaram

Comments Submitted to ICLR 2025

Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality

Guanyu Zhou, Yibo Yan, Xin Zou, Kun Wang, Aiwei Liu, Xuming Hu

Comments Accepted by The Thirteenth International Conference on Learning Representations (ICLR 2025)

HR-Extreme: A High-Resolution Dataset for Extreme Weather Forecasting

Nian Ran, Peng Xiao, Yue Wang, Wesley Shi, Jianxin Lin, Qi Meng, Richard Allmendinger

Comments Accepted at the International Conference on Learning Representations (ICLR) 2025. Supplementary matrials link: https://openreview.net/forum?id=5AtlfHYCPa

What Makes a Maze Look Like a Maze?

Joy Hsu, Jiayuan Mao, Joshua B. Tenenbaum, Noah D. Goodman, Jiajun Wu

Comments ICLR 2025

Scalable and Certifiable Graph Unlearning: Overcoming the Approximation Error Barrier

Lu Yi, Zhewei Wei

Comments ICLR 2025 (Spotlight)

Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization

Yuxin Jiang, Bo Huang, Yufei Wang, Xingshan Zeng, Liangyou Li, Yasheng Wang, Xin Jiang, Lifeng Shang, Ruiming Tang, Wei Wang

Comments 20 pages, 9 figures, 12 tables. Accepted at ICLR 2025

GPUDrive: Data-driven, multi-agent driving simulation at 1 million FPS

Saman Kazemkhani, Aarav Pandya, Daphne Cornelisse, Brennan Shacklett, Eugene Vinitsky

Comments ICLR 2025 camera-ready version

Journal ref ICLR 2025

The Geometry of Categorical and Hierarchical Concepts in Large Language Models

Kiho Park, Yo Joong Choe, Yibo Jiang, Victor Veitch

Comments Accepted for an oral presentation at ICLR 2025. Best Paper Award at the ICML 2024 Workshop on Mechanistic Interpretability. Code is available at https://github.com/KihoPark/LLM_Categorical_Hierarchical_Representations

Intent3D: 3D Object Detection in RGB-D Scans Based on Human Intention

Weitai Kang, Mengxue Qu, Jyoti Kini, Yunchao Wei, Mubarak Shah, Yan Yan

Comments ICLR 2025

Programming Refusal with Conditional Activation Steering

Bruce W. Lee, Inkit Padhi, Karthikeyan Natesan Ramamurthy, Erik Miehling, Pierre Dognin, Manish Nagireddy, Amit Dhurandhar

Comments ICLR 2025, Spotlight

On the Computation of the Fisher Information in Continual Learning

Gido M. van de Ven

Comments To appear in the blogpost track at ICLR 2025

On Quantizing Neural Representation for Variable-Rate Video Coding

Junqi Shi, Zhujia Chen, Hanfei Li, Qi Zhao, Ming Lu, Tong Chen, Zhan Ma

Comments to be pulished in ICLR'25

MVTokenFlow: High-quality 4D Content Generation using Multiview Token Flow

Hanzhuo Huang, Yuan Liu, Ge Zheng, Jiepeng Wang, Zhiyang Dou, Sibei Yang

Comments ICLR 2025. Project page: https://soolab.github.io/MVTokenFlow

UniCBE: An Uniformity-driven Comparing Based Evaluation Framework with Unified Multi-Objective Optimization

Peiwen Yuan, Shaoxiong Feng, Yiwei Li, Xinglin Wang, Yueqi Zhang, Jiayi Shi, Chuyi Tan, Boyuan Pan, Yao Hu, Kan Li

Comments ICLR 2025 spotlight

AdaManip: Adaptive Articulated Object Manipulation Environments and Policy Learning

Yuanfei Wang, Xiaojie Zhang, Ruihai Wu, Yu Li, Yan Shen, Mingdong Wu, Zhaofeng He, Yizhou Wang, Hao Dong

Comments ICLR 2025

CL-MFAP: A Contrastive Learning-Based Multimodal Foundation Model for Molecular Property Prediction and Antibiotic Screening

Gen Zhou, Sugitha Janarthanan, Yutong Lu, Pingzhao Hu

Comments Gen Zhou and Sugitha Janarthanan contributed equally; Accepted at ICLR 2025

To Bin or not to Bin: Alternative Representations of Mass Spectra

Niek de Jonge, Justin J. J. van der Hooft, Daniel Probst

Comments This manuscript has been submitted to the tiny paper track at the LMRL workshop at ICLR 2025

Implicit Neural Representations of Molecular Vector-Valued Functions

Jirka Lhotka, Daniel Probst

Comments This is a tiny paper track submission to the LRML workshop at ICLR

iFormer: Integrating ConvNet and Transformer for Mobile Application

Chuanyang Zheng

Comments Accepted to ICLR 2025. Code: https://github.com/ChuanyangZheng/iFormer

Vision CNNs trained to estimate spatial latents learned similar ventral-stream-aligned representations

Yudi Xie, Weichen Huang, Esther Alter, Jeremy Schwartz, Joshua B. Tenenbaum, James J. DiCarlo

Comments 30 pages, 21 figures, ICLR 2025

FlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models

Zhanwei Zhang, Shizhao Sun, Wenxiao Wang, Deng Cai, Jiang Bian

Comments Published as a conference paper at ICLR 2025

BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments

Xinghao Wang, Pengyu Wang, Bo Wang, Dong Zhang, Yunhua Zhou, Xipeng Qiu

Comments ICLR 2025

TabDiff: a Mixed-type Diffusion Model for Tabular Data Generation

Juntong Shi, Minkai Xu, Harper Hua, Hengrui Zhang, Stefano Ermon, Jure Leskovec

Journal ref ICLR 2025

An Intelligent Agentic System for Complex Image Restoration Problems

Kaiwen Zhu, Jinjin Gu, Zhiyuan You, Yu Qiao, Chao Dong

Comments ICLR 2025

Agent Skill Acquisition for Large Language Models via CycleQD

So Kuroki, Taishi Nakamura, Takuya Akiba, Yujin Tang

Comments To appear at the 13th International Conference on Learning Representations (ICLR 2025)

Text4Seg: Reimagining Image Segmentation as Text Generation

Mengcheng Lan, Chaofeng Chen, Yue Zhou, Jiaxing Xu, Yiping Ke, Xinjiang Wang, Litong Feng, Wayne Zhang

Comments ICLR 2025. Project page: https://mc-lan.github.io/Text4Seg/

A Quantum Circuit-Based Compression Perspective for Parameter-Efficient Learning

Chen-Yu Liu, Chao-Han Huck Yang, Hsi-Sheng Goan, Min-Hsiu Hsieh

Comments ICLR 2025

Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data

Manuel Brenner, Elias Weber, Georgia Koppe, Daniel Durstewitz

Comments Published at the Thirteenth International Conference on Learning Representations (ICLR 2025)

Functional Homotopy: Smoothing Discrete Optimization via Continuous Parameters for LLM Jailbreak Attacks

Zi Wang, Divyam Anshumaan, Ashish Hooda, Yudong Chen, Somesh Jha

Comments Published at ICLR 2025

PEARL: Parallel Speculative Decoding with Adaptive Draft Length

Tianyu Liu, Yun Li, Qitan Lv, Kai Liu, Jianchen Zhu, Winston Hu, Xiao Sun

Comments ICLR 2025