Likelihood-Ratio Regularized Quantile Regression: Adapting Conformal Prediction to High-Dimensional Covariate Shifts. - Sunay Joshi; Shayan Kiyani; George J. Pappas; Edgar Dobriban; Hamed Hassani (CoRR, 2025)

Foundations of Top-k Decoding For Language Models. - Georgy Noarov; Soham Mallick; Tao Wang; Sunay Joshi; Yan Sun; Yangxinyu Xie; Mengxin Yu; Edgar Dobriban (CoRR, 2025)