ICLR 2025 Workshop Data Problems Submissions

PhantomWiki: On-Demand Datasets for Reasoning and Retrieval Evaluation
Albert Gong, Kamilė Stankevičiūtė, Chao Wan, Anmol Kabra, Raphael Thesmar, Johann Lee, Julius Klenke, Carla P Gomes, Kilian Q Weinberger
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
A Versatile Influence Function for Data Attribution with Non-Decomposable Loss
Junwei Deng, Weijing Tang, Jiaqi W. Ma
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Building Bridges, Not Walls: Advancing Interpretability by Unifying Feature, Data, and Model Component Attribution
Shichang Zhang, Tessa Han, Usha Bhalla, Himabindu Lakkaraju
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Common Functional Decompositions Can Mis-attribute Differences in Outcomes Between Populations
Manuel Quintero, William T. Stephenson, Advik Shreekumar, Tamara Broderick
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Approximations to worst-case data dropping: unmasking failure modes
Jenny Y. Huang, David R. Burt, Yunyi Shen, Tin D. Nguyen, Tamara Broderick
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Reward-Augmented Data Enhances Direct Preference Alignment of LLMs
Shenao Zhang, Zhihan Liu, Boyi Liu, Yufeng Zhang, Yingxiang Yang, Yongfei Liu, Liyu Chen, Tao Sun, Zhaoran Wang
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
D3: A Large Dataset for Training Code Language Models to Act Diff-by-Diff
Ulyana Piterbarg, Kanishk Gandhi, Lerrel Pinto, Noah Goodman, Rob Fergus
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Adversarial Attacks on Data Attribution
Xinhe Wang, Pingbang Hu, Junwei Deng, Jiaqi W. Ma
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
SubLIME*: Data Efficient Foundation Model Evaluation across Modalities, Languages and Benchmarks
Mahammad Parwez Alam, Gayathri Saranathan, Cong Xu, Javier Aula-Blasco, Martin Foltin, Tarun Kumar, Soon Yee Wong, Suparna Bhattacharya
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Context-Parametric Inversion: Why Instruction Finetuning Can Worsen Context Reliance
Sachin Goyal, Christina Baek, J Zico Kolter, Aditi Raghunathan
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Enhancing Multilingual LLM Pretraining with Model-Based Data Selection
Bettina Messmer, Vinko Sabolčec, Martin Jaggi
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
LoBAM: LoRA-Based Backdoor Attack on Model Merging
Ming Yin, Jingyang Zhang, Jingwei Sun, Minghong Fang, Hai Helen Li, Yiran Chen
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Domain-Specific Benchmarking of Vision-Language Models: A Task Augmentation Framework Using Metadata
Tim Rädsch, Leon Mayer, Simon Pavicic, Ali Emre Kavur, Marcel Knopp, Barış Öztürk, Klaus Maier-Hein, Paul F Jaeger, Fabian Isensee, Annika Reinke, Lena Maier-hein
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Towards Comprehensive Preference Data Collection for Reward Modeling
Yulan Hu, Qingyang Li, Sheng Ouyang, Ge Chen, Jinman Zhao, Yong Liu
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
TsKAN: A Transparent Architecture for Improving the Interpretability of Multivariate Time Series Forecasting
Zechuan Chen, TianMing Sha, Ziyi Tang, Keze Wang
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Why Does Private Fine-Tuning Resist Differential Privacy Noise? A Representation Learning Perspective
Yue Zhao, Xia Yutong, Chendi Wang
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Tracing the Misuse of Personalized Textual Embeddings for Text-to-Image Models
Weitao Feng, Jiyan He, Jie Zhang, Tianyi Wei, Wenbo Zhou, Qing Guo, Weiming Zhang, Tianwei Zhang, Nenghai Yu
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Revisiting Multi-Modal LLM Evaluation
Jian Lu, Shikhar Srivastava, Junyu Chen, Robik Singh Shrestha, Manoj Acharya, Kushal Kafle, Christopher Kanan
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Investigating Memorization in Video Diffusion Models
Chen Chen, Enhuai Liu, Daochang Liu, Mubarak Shah, Chang Xu
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Improving Influence-based Instruction Tuning Data Selection for Balanced Learning of Diverse Capabilities
Qirun Dai, Dylan Zhang, Jiaqi W. Ma, Hao Peng
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
MMA: Benchmarking Multi-Modal Large Language Model in Ambiguity Contexts
Ru Wang, Selena Song, Liang Ding, Mingming Gong, Yusuke Iwasawa, Yutaka Matsuo, Jiaxian Guo
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Synthesizing Physical Backdoor Datasets: An Automated Framework Leveraging Deep Generative Models
Sze Jue Yang, Chinh Duc La, Quang H Nguyen, Eugene Bagdasarian, Kok-Seng Wong, Anh Tuan Tran, Chee Seng Chan, Khoa D Doan
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Blind Baselines Beat Membership Inference Attacks for Foundation Models
Debeshee Das, Jie Zhang, Florian Tramèr
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning
Yao Tong, Jiayuan Ye, Sajjad Zarifzadeh, Reza Shokri
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
STAMP Your Content: Proving Dataset Membership via Watermarked Rephrasings
Saksham Rastogi, Pratyush Maini, Danish Pruthi
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone