ICLR 2025 Conference Submissions

CycleAug: Cycle-Consistent Visual Augmentation for Large Multimodal Models
Zhongrui Gui, Luoxin Ye, Wufei Ma, Zhao-Yang Wang, Ariel Lubonja, Daniel Khashabi, Alan Yuille, Jieneng Chen
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Learning In-Distribution Representations for Anomaly Detection
Willian T. Lunardi, Dania Herzalla, Martin Andreoni
- 27 Sept 2024 (modified: 06 Jan 2025)
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
A Foundation Model for Weather and Climate
Johannes Schmude, Sujit Roy, Will Trojak, Johannes Jakubik, Daniel Salles Civitarese, Shraddha Singh, Julian Kuehnert, ANKUR KUMAR, Aman Gupta, Christopher E. Phillips, Romeo Kienzler, Daniela Szwarcman, Vishal Gaur, Rajat Shinde, Rohit Lal, Arlindo M. da Silva, Jorge Guevara, Anne Jones, Simon Pfreundschuh, Amy Lin et al. (9 additional authors not shown)
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Martryoshka: Learning to Drive Black-Box LLMs with LLMs
ChangHao Li, Yuchen Zhuang, Rushi Qiang, Haotian Sun, Hanjun Dai, Chao Zhang, Bo Dai
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
How to Correctly Do Semantic Backpropagation on Language-based Agentic Systems
Wenyi Wang, Hisham Abdullah Alyahya, Dylan R. Ashley, Oleg Serikov, Dmitrii Khizbullin, Francesco Faccio, Jürgen Schmidhuber
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Enforcing Interpretability in Time Series Transformers: A Concept Bottleneck Framework
Angela van Sprang, Erman Acar, Willem Zuidema
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
HP3O: Hybrid-Policy Proximal Policy Optimization with Best Trajectory
Qisai Liu, Zhanhong Jiang, Hsin-Jung Yang, Mahsa Khosravi, Joshua Russell Waite, Soumik Sarkar
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
SPAM: Spike-Aware Adam with Momentum Reset for Stable LLM Training
Tianjin Huang, Ziquan Zhu, Gaojie Jin, Lu Liu, Zhangyang Wang, Shiwei Liu
- Published: 22 Jan 2025, Last Modified: 05 Mar 2025
- ICLR 2025 Poster
- Readers: Everyone
Probing the Latent Hierarchical Structure of Data via Diffusion Models
Antonio Sclocchi, Alessandro Favero, Noam Itzhak Levi, Matthieu Wyart
- Published: 22 Jan 2025, Last Modified: 28 Feb 2025
- ICLR 2025 Poster
- Readers: Everyone
Causal Frameworks and Feature Discrepancy Loss: Addressing Data Scarcity and Enhancing Medical Image Segmentation
Ayush Roy, Mingzhen Huang, Samin Enam, Jun Xia, Won Hwa Kim, Vishnu Suresh Lokhande
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
DiverseAgentEntropy: Quantifying Black-Box LLM Uncertainty through Diverse Perspectives and Multi-Agent Interaction
Yu Feng, Phu Mon Htut, Zheng Qi, Wei Xiao, Manuel Mager, Nikolaos Pappas, Kishaloy Halder, Yang Li, Yassine Benajiba, Dan Roth
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Features are fate: a theory of transfer learning in high-dimensional regression
Javan Tahir, Surya Ganguli, Grant M. Rotskoff
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Dynamic Sparse Training versus Dense Training: The Unexpected Winner in Image Corruption Robustness
Boqian Wu, Qiao Xiao, Shunxin Wang, Nicola Strisciuglio, Mykola Pechenizkiy, Maurice van Keulen, Decebal Constantin Mocanu, Elena Mocanu
- Published: 22 Jan 2025, Last Modified: 03 Mar 2025
- ICLR 2025 Poster
- Readers: Everyone
Unlocking Point Processes through Point Set Diffusion
David Lüdke, Enric Rabasseda Raventós, Marcel Kollovieh, Stephan Günnemann
- Published: 22 Jan 2025, Last Modified: 28 Feb 2025
- ICLR 2025 Poster
- Readers: Everyone
Tracing Representation Progression: Analyzing and Enhancing Layer-Wise Similarity
Jiachen Jiang, Jinxin Zhou, Zhihui Zhu
- Published: 22 Jan 2025, Last Modified: 28 Feb 2025
- ICLR 2025 Poster
- Readers: Everyone
Language Agents Meet Causality -- Bridging LLMs and Causal World Models
John Gkountouras, Matthias Lindemann, Phillip Lippe, Efstratios Gavves, Ivan Titov
- Published: 22 Jan 2025, Last Modified: 07 Apr 2025
- ICLR 2025 Poster
- Readers: Everyone
Distributed Epigraph Form Multi-Agent Safe Reinforcement Learning
Songyuan Zhang, Oswin So, Mitchell Black, Zachary Serlin, Chuchu Fan
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
KEA: Keeping Exploration Alive by Proactively Coordinating Exploration Strategies in Curiosity-driven Exploration
Shih-Min Yang, Martin Magnusson, Johannes A. Stork, Todor Stoyanov
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Learning with Multi-Group Guarantees for Clusterable Subpopulations
Jessica Dai, Nika Haghtalab, Eric Zhao
- 27 Sept 2024 (modified: 21 Oct 2024)
- ICLR 2025 Conference Desk Rejected Submission
- Readers: Everyone
From Models to Microtheories: Distilling a Model's Topical Knowledge for Grounded Question-Answering
Nathaniel Weir, Bhavana Dalvi Mishra, Orion Weller, Oyvind Tafjord, Sam Hornstein, Alexander Sabol, Peter Jansen, Benjamin Van Durme, Peter Clark
- Published: 22 Jan 2025, Last Modified: 07 Apr 2025
- ICLR 2025 Poster
- Readers: Everyone
Annotation Efficiency: Identifying Hard Samples via Blocked Sparse Linear Bandits
Adit Jain, Soumyabrata Pal, Sunav Choudhary, Ramasuri Narayanam, Vikram Krishnamurthy
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
vVLM: Exploring Visual Reasoning in VLMs against Language Priors
Tiange Luo, Ang Cao, Gunhee Lee, Justin Johnson, Honglak Lee
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Enabling Realtime Reinforcement Learning at Scale with Staggered Asynchronous Inference
Matthew Riemer, Gopeshh Subbaraj, Glen Berseth, Irina Rish
- Published: 22 Jan 2025, Last Modified: 02 Mar 2025
- ICLR 2025 Poster
- Readers: Everyone
Lossgate: Incomplete Information and Misaligned Incentives Hinder Regulation of Societal Risks in Machine Learning
Mohammad Yaghini, Patty Liu, Andrew Magnuson, Franziska Boenisch, Nicolas Papernot
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone
Training Semi-Supervised Deep Learning Models with Heuristic Early Stopping Rules
Jialin Wu, Soohyun Kim, Younghoon Kim, Samprit Banerjee
- 27 Sept 2024 (modified: 05 Feb 2025)
- Submitted to ICLR 2025
- Readers: Everyone