ICLR 2025 Conference Submissions

AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments
Samuel Schmidgall, Rojin Ziaei, Carl William Harris, Ji Woong Kim, Eduardo Pontes Reis, Jeffrey K Jopling, Michael Moor
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Disconnecting The Dots: Creating Leakage-Free Protein Datasets by Removal of Densely Connected Data Points
Charlotte Rochereau, Arthur Valentin, Gergo Nikolenyi, Mohammed AlQuraishi
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Multi-domain Distribution Learning for De Novo Drug Design
Arne Schneuing, Ilia Igashov, Adrian W. Dobbelstein, Thomas Castiglione, Michael M. Bronstein, Bruno Correia
- Published: 22 Jan 2025, Last Modified: 24 Feb 2025
- ICLR 2025 Poster
- Readers: Everyone
Improving Defense Mechanisms for Subgraph-Structure Membership Inference Attacks
Peizhi Niu, Chao Pan, Siheng Chen, Olgica Milenkovic
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
GIVE: Structured Reasoning with Knowledge Graph Inspired Veracity Extrapolation
Jiashu He, Mingyu Derek Ma, Jinxuan Fan, Dan Roth, Wei Wang, Alejandro Ribeiro
- 27 Sept 2024 (modified: 16 Mar 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Dynamic Kernel Sparsifiers
Yichuan Deng, Wenyu Jin, Zhao Song, Xiaorui Sun, OMRI WEINSTEIN
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
{$\tau$}-bench: A Benchmark for \underline{T}ool-\underline{A}gent-\underline{U}ser Interaction in Real-World Domains
Shunyu Yao, Noah Shinn, Pedram Razavi, Karthik R Narasimhan
- Published: 22 Jan 2025, Last Modified: 28 Feb 2025
- ICLR 2025 Poster
- Readers: Everyone
Improving Distribution Matching via Score-Based Priors and Structural Regularization
Ziyu Gong, Jim Lim, David I. Inouye
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Training Overparametrized Neural Networks in Sublinear Time
Yichuan Deng, Hang Hu, Zhao Song, OMRI WEINSTEIN, Danyang Zhuo
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Error Bounds for Deep Learning-based Uncertainty Propagation in SDEs
Chun-Wei Kong, Luca Laurenti, Jay McMahon, Morteza Lahijanian
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
DynaBO: Dynamic Model Bayesian Optimization for Tokamak Control
Rohit Sonker, Alexandre Capone, Andrew Rothstein, Hiro Josep Farre Kaga, Egemen Kolemen, Jeff Schneider
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
MolTextQA: A Curated Question-Answering Dataset and Benchmark for Molecular Structure-Text Relationship Learning
Siddhartha Laghuvarapu, Namkyeong Lee, Chufan Gao, Jimeng Sun
- 27 Sept 2024 (modified: 10 Dec 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Mixture-of-Agents Enhances Large Language Model Capabilities
Junlin Wang, Jue WANG, Ben Athiwaratkun, Ce Zhang, James Zou
- Published: 22 Jan 2025, Last Modified: 28 Feb 2025
- ICLR 2025 Spotlight
- Readers: Everyone
DEPfold: RNA Secondary Structure Prediction as Dependency Parsing.
KE WANG, Shay B Cohen
- Published: 22 Jan 2025, Last Modified: 06 Mar 2025
- ICLR 2025 Poster
- Readers: Everyone
Tuning Language Models by Mixture-of-Depths Ensemble
Haoyan Luo, Lucia Specia
- 27 Sept 2024 (modified: 15 Oct 2024)
- ICLR 2025 Conference Desk Rejected Submission
- Readers: Everyone
APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding
Xinyu Yang, Tianqi Chen, Beidi Chen
- Published: 22 Jan 2025, Last Modified: 01 Mar 2025
- ICLR 2025 Poster
- Readers: Everyone
DIMS: Channel-Dependent and Seasonal-Trend Independent Transformer Using Multi-Stage Training for Time Series Forecasting
Hangtian Li, Xiaolei Xie
- 27 Sept 2024 (modified: 18 Nov 2024)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo
João Loula, Benjamin LeBrun, Li Du, Ben Lipkin, Clemente Pasti, Gabriel Grand, Tianyu Liu, Yahya Emara, Marjorie Freedman, Jason Eisner, Ryan Cotterell, Vikash Mansinghka, Alexander K. Lew, Tim Vieira, Timothy J. O'Donnell
- Published: 22 Jan 2025, Last Modified: 01 Apr 2025
- ICLR 2025 Oral
- Readers: Everyone
Beyond Directed Acyclic Computation Graph with Cyclic Neural Network
Liangwei Yang, Hengrui Zhang, Weizhi Zhang, Zihe Song, Jing Ma, Jiawei Zhang, Philip S. Yu
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Answer, Assemble, Ace: Understanding How LMs Answer Multiple Choice Questions
Sarah Wiegreffe, Oyvind Tafjord, Yonatan Belinkov, Hannaneh Hajishirzi, Ashish Sabharwal
- Published: 22 Jan 2025, Last Modified: 02 Mar 2025
- ICLR 2025 Spotlight
- Readers: Everyone
pSAE-chiatry: Utilizing Sparse Autoencoders to Uncover Mental-Health-Related Features in Language Models
Declan Grabb
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Independence Tests for Language Models
Sally Zhu, Ahmed M Ahmed, Rohith Kuditipudi, Percy Liang
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Improving Model Alignment Through Collective Intelligence of Open-Source Models
Junlin Wang, Roy Xie, Shang Zhu, Jue WANG, Ben Athiwaratkun, Bhuwan Dhingra, Shuaiwen Leon Song, Ce Zhang, James Zou
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Scaling Laws for Precision
Tanishq Kumar, Zachary Ankner, Benjamin Frederick Spector, Blake Bordelon, Niklas Muennighoff, Mansheej Paul, Cengiz Pehlevan, Christopher Re, Aditi Raghunathan
- Published: 22 Jan 2025, Last Modified: 28 Feb 2025
- ICLR 2025 Oral
- Readers: Everyone
ALMANACS: A Simulatability Benchmark for Language Model Explainability
Edmund Mills, Shiye Su, Stuart Russell, Scott Emmons
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone