ICLR 2025 Workshop Data Problems Submissions

RepFair-QGAN: Alleviating Representation Bias in Quantum Generative Adversarial Networks Using Gradient Clipping
Kamil Sabbagh, Hadi Salloum, Yaroslav Kholodov
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Defending LVLMs Against Vision Attacks through Partial-Perception Supervision
Qi Zhou, Tianlin Li, Qing Guo, Dongxia Wang, Yun Lin, Yang Liu, Jin Song Dong
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Robust In-Context Learning via Multi-Armed Bandit-Based Partition Selection
Varul Srivastava, Sankarshan Damle, Manisha Padala
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Towards Internet-Scale Training For Agents
Brandon Trabucco, Gunnar A Sigurdsson, Robinson Piramuthu, Ruslan Salakhutdinov
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Oral
- Readers: Everyone
Demystifying Long Chain-of-Thought Reasoning in LLMs
Edward Yeo, Yuxuan Tong, Xinyao Niu, Graham Neubig, Xiang Yue
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Oral
- Readers: Everyone
Aioli: A Unified Optimization Framework for Language Model Data Mixing
Mayee F Chen, Michael Y. Hu, Nicholas Lourie, Kyunghyun Cho, Christopher Re
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
A Missing Testbed for LLM Pre-Training Membership Inference Attacks
Mingjian Jiang, Ken Ziyu Liu, Sanmi Koyejo
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
From Fairness to Truthfulness: Rethinking Data Valuation Design
Dongyang Fan, Tyler J. Rotello, Sai Praneeth Karimireddy
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
$f$-SCRUB: Unbounded Machine Unlearning Via $f$-divergences
Amirhossein Bagheri, Radmehr Karimian, Gholamali Aminian
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Enhancing Interpretability in Generative AI Through Search-Based Data Influence Analysis
Theodoros Aivalis, Iraklis A. Klampanos, Antonis Troumpoukis, Joemon M. Jose
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Improving Multimodal Large Language Models in Low-Resource Language Contexts
Yufei Gao, Feijiaying, Guohang Yan, Yunshi Lan
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Data Mixing Can Induce Phase Transitions in Knowledge Acquisition
Xinran Gu, Kaifeng Lyu, Jiazheng Li, Jingzhao Zhang
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Oral
- Readers: Everyone
Query-dependent Prompt Optimization via Multi-Loop Offline Reinforcement Learning
Yilun Kong, Hangyu Mao, Qi Zhao, Bin Zhang, Jingqing Ruan, Li Shen, Yongzhe Chang, Xueqian Wang, Rui Zhao, Dacheng Tao
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion
Tianyuan Zou, Yang Liu, Peng Li, Yufei Xiong, Jianqing Zhang, Jingjing Liu, Ye Ouyang, Xiaozhou Ye, Yaqin Zhang
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
ADSO: Adaptive Data Mixture & Scale Optimization. A Multi-Scale Multi-Fidelity Bayesian Optimization Approach.
Andrew Wei Tung Siah, Haozhe Chen, C. Daniel Guetta, Tianyi Peng, Hongseok Namkoong, Tzu-Ching Yen
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
NICE: Non-Differentiable Evaluation Metric-Based Data Selection for Instruction Tuning
Jingtan Wang, Xiaoqiang Lin, Rui Qiao, Pang Wei Koh, Chuan-Sheng Foo, Bryan Kian Hsiang Low
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
The Delta Learning Hypothesis: Preference Tuning on Weak Data Can Yield Strong Gains
Scott Geng, Hamish Ivison, Chun-Liang Li, Maarten Sap, Jerry Li, Ranjay Krishna, Pang Wei Koh
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Data-Efficient Supervised Fine-Tuning of Language Models Using Optimal Design
Rohan Deb, Kiran Koshy Thekumparampil, Kousha Kalantari, Gaurush Hiranandani, Shoham Sabach, Branislav Kveton
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
The surprising amount of arbitrariness in Shapley-value data valuation
Hannah Diehl, Ashia C. Wilson
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Abg-SciQA: A dataset for Understanding and Resolving Ambiguity in Scientific Questions
Tiejin Chen, Kuan-Ru Liou, Mithun Shivakoti, Aaryan Gaur, Pragya Kumari, Meiqi Guo, Hua Wei
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Information-theoretic Quantification of Inherent Discrimination Bias in Training Data for Supervised Learning
Sokrat Aldarmini, Mohamed S Nafea
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
On the Power of Context-Enhanced Learning in LLMs
Xingyu Zhu, Abhishek Panigrahi, Sanjeev Arora
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Preserving Product Fidelity in Large Scale Image Recontextualization with Diffusion Models
Ishaan Malhi, Praneet Dutta, Ellie Talius, Sally Ma, Brendan Driscoll, Krista Holden, Garima Pruthi, Arunachalam Narayanaswamy
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Synthesizing Privacy-Preserving Text Data via Finetuning *without* Finetuning Billion-Scale LLMs
Bowen Tan, Zheng Xu, Eric P. Xing, Zhiting Hu, Shanshan Wu
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Oral
- Readers: Everyone
Unstable Unlearning: The Hidden Risk of Concept Resurgence in Diffusion Models
Vinith Menon Suriyakumar, Rohan Alur, Ayush Sekhari, Manish Raghavan, Ashia C. Wilson
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone