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77 Results
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Workshop
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Data-Centric Text-to-SQL with Large Language Models Zachary Huang · Shuo Zhang · Kechen Liu · Eugene Wu |
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Poster
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Fri 16:30 |
A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data Andrej Tschalzev · Sascha Marton · Stefan Lüdtke · Christian Bartelt · Heiner Stuckenschmidt |
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Poster
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Fri 16:30 |
MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models Zichun Yu · Spandan Das · Chenyan Xiong |
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Poster
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Thu 16:30 |
Lumen: Unleashing Versatile Vision-Centric Capabilities of Large Multimodal Models Yang Jiao · Shaoxiang Chen · Zequn Jie · Jingjing Chen · Lin Ma · Yu-Gang Jiang |
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Poster
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Fri 16:30 |
SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models Yu Yang · Siddhartha Mishra · Jeffrey Chiang · Baharan Mirzasoleiman |
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Workshop
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Matchmaker: Self-Improving Large Language Model Programs for Schema Matching Nabeel Seedat · Mihaela van der Schaar |
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Poster
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Fri 11:00 |
Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs Peter Tong · Ellis Brown · Penghao Wu · Sanghyun Woo · Adithya Jairam Vedagiri IYER · Sai Charitha Akula · Shusheng Yang · Jihan Yang · Manoj Middepogu · Ziteng Wang · Xichen Pan · Rob Fergus · Yann LeCun · Saining Xie |
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Poster
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Wed 11:00 |
No "Zero-Shot" Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance Vishaal Udandarao · Ameya Prabhu · Adhiraj Ghosh · Yash Sharma · Philip Torr · Adel Bibi · Samuel Albanie · Matthias Bethge |
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Poster
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Wed 11:00 |
TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models Andrei Margeloiu · Xiangjian Jiang · Nikola Simidjievski · Mateja Jamnik |
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Workshop
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Solving Out-of-Distribution Challenges in Optical Foundation Models using Self-Improving Data Augmentation Mingqian Ma · Taigao Ma · L. Jay Guo |
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Poster
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Fri 11:00 |
Distribution-Aware Data Expansion with Diffusion Models Haowei Zhu · Ling Yang · Jun-Hai Yong · Hongzhi Yin · Jiawei Jiang · Meng Xiao · Wentao Zhang · Bin Wang |
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Poster
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Thu 16:30 |
PURE: Prompt Evolution with Graph ODE for Out-of-distribution Fluid Dynamics Modeling Hao Wu · Changhu Wang · Fan Xu · Jinbao Xue · Chong Chen · Xian-Sheng Hua · Xiao Luo |