Accuracy-Preserving Calibration via Statistical Modeling on Probability Simplexby Yasushi Esaki, Akihiro Nakamura, Keisuke Kawano, Ryoko…
AI-Powered Predictions for Electricity Load in Prosumer Communitiesby Aleksei Kychkin, Georgios C. ChasparisFirst submitted to…
Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directionsby Jiayu…
Theoretical Analysis of Submodular Information Measures for Targeted Data Subset Selectionby Nathan Beck, Truong Pham,…
Learning to Poison Large Language Models During Instruction Tuningby Yao Qiang, Xiangyu Zhou, Saleh Zare…
STENCIL: Submodular Mutual Information Based Weak Supervision for Cold-Start Active Learningby Nathan Beck, Adithya Iyer,…
Retrieval-Augmented Data Augmentation for Low-Resource Domain Tasksby Minju Seo, Jinheon Baek, James Thorne, Sung Ju…
Stealthy Adversarial Attacks on Stochastic Multi-Armed Banditsby Zhiwei Wang, Huazheng Wang, Hongning WangFirst submitted to…
ProPD: Dynamic Token Tree Pruning and Generation for LLM Parallel Decodingby Shuzhang Zhong, Zebin Yang,…
SimPro: A Simple Probabilistic Framework Towards Realistic Long-Tailed Semi-Supervised Learningby Chaoqun Du, Yizeng Han, Gao…