ICLR

ToVE: Efficient Vision-Language Learning via Knowledge Transfer from Vision Experts

Yuanchen Wu, Junlong Du, Ke Yan, Shouhong Ding, Xiaoqiang Li

Comments Accepted to ICLR 2025

Forgetting Transformer: Softmax Attention with a Forget Gate

Zhixuan Lin, Evgenii Nikishin, Xu Owen He, Aaron Courville

Comments Published as a conference paper at ICLR 2025; Fixed an issue with the attention map visualization

AnyTouch: Learning Unified Static-Dynamic Representation across Multiple Visuo-tactile Sensors

Ruoxuan Feng, Jiangyu Hu, Wenke Xia, Tianci Gao, Ao Shen, Yuhao Sun, Bin Fang, Di Hu

Comments Accepted by ICLR 2025

TWICE: What Advantages Can Low-Resource Domain-Specific Embedding Model Bring? -- A Case Study on Korea Financial Texts

Yewon Hwang, Sungbum Jung, Hanwool Lee, Sara Yu

Comments Accepted at FinancialAI@ICLR 2025

ZETA: Leveraging Z-order Curves for Efficient Top-k Attention

Qiuhao Zeng, Jerry Huang, Peng Lu, Gezheng Xu, Boxing Chen, Charles Ling, Boyu Wang

Comments 25 pages, 4 figures, accepted in International Conference on Learning Representations (ICLR) 2025

IDArb: Intrinsic Decomposition for Arbitrary Number of Input Views and Illuminations

Zhibing Li, Tong Wu, Jing Tan, Mengchen Zhang, Jiaqi Wang, Dahua Lin

Comments ICLR 2025. Project Page: https://lizb6626.github.io/IDArb/

BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games

Davide Paglieri, Bartłomiej Cupiał, Samuel Coward, Ulyana Piterbarg, Maciej Wolczyk, Akbir Khan, Eduardo Pignatelli, Łukasz Kuciński, Lerrel Pinto, Rob Fergus, Jakob Nicolaus Foerster, Jack Parker-Holder, Tim Rocktäschel

Comments Published as a conference paper at ICLR 2025

Optimizing Posterior Samples for Bayesian Optimization via Rootfinding

Taiwo A. Adebiyi, Bach Do, Ruda Zhang

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

SPA-Bench: A Comprehensive Benchmark for SmartPhone Agent Evaluation

Jingxuan Chen, Derek Yuen, Bin Xie, Yuhao Yang, Gongwei Chen, Zhihao Wu, Li Yixing, Xurui Zhou, Weiwen Liu, Shuai Wang, Kaiwen Zhou, Rui Shao, Liqiang Nie, Yasheng Wang, Jianye Hao, Jun Wang, Kun Shao

Comments ICLR 2025 Spotlight

Mixture of Experts Made Personalized: Federated Prompt Learning for Vision-Language Models

Jun Luo, Chen Chen, Shandong Wu

Comments ICLR 2025

The Computational Complexity of Circuit Discovery for Inner Interpretability

Federico Adolfi, Martina G. Vilas, Todd Wareham

Comments ICLR 2025 (Spotlight)

Diffusion State-Guided Projected Gradient for Inverse Problems

Rayhan Zirvi, Bahareh Tolooshams, Anima Anandkumar

Comments Published as a conference paper at ICLR 2025. RZ and BT have equal contributions

Dataset Distillation via Knowledge Distillation: Towards Efficient Self-Supervised Pre-Training of Deep Networks

Siddharth Joshi, Jiayi Ni, Baharan Mirzasoleiman

Comments ICLR 2025. Code at https://github.com/BigML-CS-UCLA/MKDT

Mind the GAP: Glimpse-based Active Perception improves generalization and sample efficiency of visual reasoning

Oleh Kolner, Thomas Ortner, Stanisław Woźniak, Angeliki Pantazi

Comments 10 pages of main text and 8 pages appendices

Journal ref The Thirteenth International Conference on Learning Representations (ICLR) 2025

DetailCLIP: Detail-Oriented CLIP for Fine-Grained Tasks

Amin Karimi Monsefi, Kishore Prakash Sailaja, Ali Alilooee, Ser-Nam Lim, Rajiv Ramnath

Comments Accepted in SSI-FM Workshop of ICLR 2025

BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Terry Yue Zhuo, Minh Chien Vu, Jenny Chim, Han Hu, Wenhao Yu, Ratnadira Widyasari, Imam Nur Bani Yusuf, Haolan Zhan, Junda He, Indraneil Paul, Simon Brunner, Chen Gong, Thong Hoang, Armel Randy Zebaze, Xiaoheng Hong, Wen-Ding Li, Jean Kaddour, Ming Xu, Zhihan Zhang, Prateek Yadav, Naman Jain, Alex Gu, Zhoujun Cheng, Jiawei Liu, Qian Liu, Zijian Wang, Binyuan Hui, Niklas Muennighoff, David Lo, Daniel Fried, Xiaoning Du, Harm de Vries, Leandro Von Werra

Comments Accpeted at ICLR 2025 (Oral), built with love by the BigCode community :)

VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning

Yongshuo Zong, Ondrej Bohdal, Timothy Hospedales

Comments ICLR 2025

Mitigating Cache Noise in Test-Time Adaptation for Large Vision-Language Models

Haotian Zhai, Xinyu Chen, Can Zhang, Tianming Sha, Ruirui Li

Comments Accepted by ICME 2025 and ICLR 2025 Workshop on Foundation Models in the Wild

Studying the Interplay Between the Actor and Critic Representations in Reinforcement Learning

Samuel Garcin, Trevor McInroe, Pablo Samuel Castro, Prakash Panangaden, Christopher G. Lucas, David Abel, Stefano V. Albrecht

Comments Published as a conference paper at ICLR 2025. 10 pages

ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Ziru Chen, Shijie Chen, Yuting Ning, Qianheng Zhang, Boshi Wang, Botao Yu, Yifei Li, Zeyi Liao, Chen Wei, Zitong Lu, Vishal Dey, Mingyi Xue, Frazier N. Baker, Benjamin Burns, Daniel Adu-Ampratwum, Xuhui Huang, Xia Ning, Song Gao, Yu Su, Huan Sun

Comments ICLR 2025. 60 pages

Online Reinforcement Learning in Non-Stationary Context-Driven Environments

Pouya Hamadanian, Arash Nasr-Esfahany, Malte Schwarzkopf, Siddartha Sen, Mohammad Alizadeh

Comments ICLR '25 Spotlight

Accelerating High-Efficiency Organic Photovoltaic Discovery via Pretrained Graph Neural Networks and Generative Reinforcement Learning

Jiangjie Qiu, Hou Hei Lam, Xiuyuan Hu, Wentao Li, Siwei Fu, Fankun Zeng, Hao Zhang, Xiaonan Wang

Comments AI for Accelerated Materials Design - ICLR 2025

MKA: Leveraging Cross-Lingual Consensus for Model Abstention

Sharad Duwal

Comments To appear in Building Trust Workshop at ICLR 2025

GenVP: Generating Visual Puzzles with Contrastive Hierarchical VAEs

Kalliopi Basioti, Pritish Sahu, Qingze Tony Liu, Zihao Xu, Hao Wang, Vladimir Pavlovic

Comments Accepted to ICLR 2025

Addressing Model Overcomplexity in Drug-Drug Interaction Prediction With Molecular Fingerprints

Manel Gil-Sorribes, Alexis Molina

Comments Accepted to the GEM Workshop at ICLR 2025

Re-Aligning Language to Visual Objects with an Agentic Workflow

Yuming Chen, Jiangyan Feng, Haodong Zhang, Lijun Gong, Feng Zhu, Rui Zhao, Qibin Hou, Ming-Ming Cheng, Yibing Song

Comments 33 pages, 20 figures, 17 tables, ICLR 2025

Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models

Sid Bharthulwar, John Rho, Katrina Brown

Comments Published at ICLR 2025 Workshop on Reasoning and Planning for LLMs

Order Independence With Finetuning

Katrina Brown, Reid McIlroy

Comments Published as a Bi-Align workshop paper at ICLR 2025

Handling Delay in Real-Time Reinforcement Learning

Ivan Anokhin, Rishav Rishav, Matthew Riemer, Stephen Chung, Irina Rish, Samira Ebrahimi Kahou

Comments Accepted at ICLR 2025. Code available at https://github.com/avecplezir/realtime-agent

Representational Similarity via Interpretable Visual Concepts

Neehar Kondapaneni, Oisin Mac Aodha, Pietro Perona

Comments 32 pages, 5 Figures, 16 Supplemental Figures, ICLR 2025