ICLR 2025 Workshop Data Problems Submissions

Utilizing Language Models For Synthetic Knowledge Graph Generation
Shuran Fu, Peihua Mai, Zhang Jingqi, Yan Pang
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Data Efficient Pre-training for Language Models: An Empirical Study of Compute Efficiency and Linguistic Competence
Andreas Paraskeva, Max Johannes van Duijn, Maarten de Rijke, Suzan Verberne, Jan N. van Rijn
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
TOWARD EFFICIENT INFLUENCE FUNCTION: DROPOUT AS A COMPRESSION TOOL
Yuchen Zhang, Mohammad Mohammadi Amiri
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
KGGen: Text To Knowledge Graph
Belinda Mo, Kyssen Yu, Joshua Kazdan, Proud Mpala, Lisa Yu, Chris Cundy, Charilaos Kanatsoulis, Sanmi Koyejo
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Differentially Private Synthetic Data via APIs 3: Using Simulators Instead of Foundation Model
Zinan Lin, Tadas Baltrusaitis, Sergey Yekhanin
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Revisiting Semi-supervised Adversarial Training via Noise-aware Online Robust Distillation
Tsung-Han Wu, Hung-Ting Su, Shang-Tse Chen, Winston H. Hsu
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Towards Human-Guided, Data-Centric LLM Co-Pilots
Evgeny Saveliev, Jiashuo Liu, Nabeel Seedat, Anders Boyd, Mihaela van der Schaar
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Position: What's the next frontier for Data-centric AI? Data Savvy Agents!
Nabeel Seedat, Jiashuo Liu, Mihaela van der Schaar
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
BenchAgents: Automated Benchmark Creation with Agent Interaction
Natasha Butt, Varun Chandrasekaran, Neel Joshi, Besmira Nushi, Vidhisha Balachandran
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Chameleon: A Flexible Data-mixing Framework for Language Model Pretraining and Finetuning
Wanyun Xie, Francesco Tonin, Volkan Cevher
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Privacy Attacks on Image AutoRegressive Models
Antoni Kowalczuk, Jan Dubiński, Franziska Boenisch, Adam Dziedzic
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Proper Dataset Valuation by Pointwise Mutual Information
SHURAN ZHENG, Xuan Qi, Rui Ray Chen, Yongchan Kwon, James Zou
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Generalizing from SIMPLE to HARD Visual Reasoning: Can We Mitigate Modality Imbalance in VLMs?
Simon Park, Abhishek Panigrahi, Yun Cheng, Dingli Yu, Anirudh Goyal, Sanjeev Arora
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Diversity Measurement and Subset Selection for Instruction Tuning Datasets
Peiqi Wang, Yikang Shen, Zhen Guo, Matthew Stallone, Yoon Kim, Polina Golland, Rameswar Panda
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Lightweight Dataset Pruning without Full Training via Example Difficulty and Prediction Uncertainty
Yeseul Cho, Baekrok Shin, Changmin Kang, Chulhee Yun
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
RichSpace: Enriching Text-to-Video Prompt Space via Text Embedding Interpolation
Yuefan Cao, Chengyue Gong, Xiaoyu Li, Yingyu Liang, Zhizhou Sha, Zhenmei Shi, Zhao Song
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
OpenRAG: Optimizing RAG End-to-End via In-Context Retrieval Learning
Jiawei Zhou, Lei Chen
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Privacy Auditing for Large Language Models with Natural Identifiers
Lorenzo Rossi, Bartłomiej Marek, Franziska Boenisch, Adam Dziedzic
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Unlocking Post-hoc Dataset Inference with Synthetic Data
Bihe Zhao, Pratyush Maini, Franziska Boenisch, Adam Dziedzic
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
DUET: Optimizing Training Data Mixtures via Feedback from Unseen Evaluation Tasks
Zhiliang Chen, Gregory Kang Ruey Lau, Chuan-Sheng Foo, Bryan Kian Hsiang Low
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models
Shengkang Wang, Hongzhan Lin, Ziyang Luo, Zhen Ye, Guang Chen, Jing Ma
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
PiKE: Adaptive Data Mixing for Multi-Task Learning Under Low Gradient Conflicts
Zeman Li, Yuan Deng, Peilin Zhong, Meisam Razaviyayn, Vahab Mirrokni
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Model Collapse in the Self-Consuming Chain of Diffusion Finetuning: A Novel Perspective from Quantitative Trait Modeling
Youngseok Yoon, Dainong Hu, Iain Weissburg, Yao Qin, Haewon Jeong
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Training and Evaluating Language Models with Template-based Data Generation
Yifan Zhang
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Beyond ordinary Lipschitz constraints: Differentially Private optimization with TNC
Difei Xu, Meng Ding, Zihang Xiang, Jinhui Xu, Di Wang
- Published: 06 Mar 2025, Last Modified: 30 Apr 2025
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone