Mathematics of statistical sequential decision-making: concentration, risk-awareness and modelling in stochastic bandits, with applications to…
Inherent Trade-Offs between Diversity and Stability in Multi-Task Benchmarksby Guanhua Zhang, Moritz HardtFirst submitted to…
Enhancing User Experience in On-Device Machine Learning with Gated Compression Layersby Haiguang Li, Usama Pervaiz,…
Uniformly Stable Algorithms for Adversarial Training and Beyondby Jiancong Xiao, Jiawei Zhang, Zhi-Quan Luo, Asuman…
A Novel Approach to Guard from Adversarial Attacks using Stable Diffusionby Trinath Sai Subhash Reddy…
Text Quality-Based Pruning for Efficient Training of Language Modelsby Vasu Sharma, Karthik Padthe, Newsha Ardalani,…
Lightweight Conceptual Dictionary Learning for Text Classification Using Information Compressionby Li Wan, Tansu Alpcan, Margreta…
Efficient Sample-Specific Encoder Perturbationsby Yassir Fathullah, Mark J. F. GalesFirst submitted to arxiv on: 1…
Wildfire Risk Prediction: A Reviewby Zhengsen Xu, Jonathan Li, Sibo Cheng, Xue Rui, Yu Zhao,…
Invariant Risk Minimization Is A Total Variation Modelby Zhao-Rong Lai, Weiwen WangFirst submitted to arxiv…