Mengxin Yu

1. Are Latent Factor Regression and Sparse Regression Adequate?
   2022/03/02 by Jianqing Fan, Zhipeng Lou, Fan, Jianqing +3 · 5 citations
   Decision Sciences · Materials Science · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science #Methodology (stat.ME) #Statistical Methods and Inference #Statistics Theory (math.ST)
2. Uncertainty in Language Models: Assessment through Rank-Calibration
   2024/04/04 by Xinmeng Huang, Huang, Xinmeng, Shuo Li +13 · 9 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Topic Modeling
3. SymmPI: Predictive Inference for Data with Group Symmetries
   2023/12/26 by Edgar Dobriban, Dobriban, Edgar, Mengxin Yu +1 · 5 citations
   Biochemistry, Genetics and Molecular Biology · Materials Science · Neuroscience · #Bioinformatics and Genomic Networks #FOS: Computer and information sciences #FOS: Mathematics #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science #Methodology (stat.ME) #Statistics Theory (math.ST)
4. Policy Optimization Using Semi-parametric Models for Dynamic Pricing
   2021/09/13 by Jianqing Fan, Fan, Jianqing, Yongyi Guo +3 · 2 citations
   Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Machine Learning and Algorithms #Optimization and Search Problems
5. Uncertainty Quantification of MLE for Entity Ranking with Covariates
   2022/12/20 by Jianqing Fan, Jikai Hou, Fan, Jianqing +3 · 1 citation
   Decision Sciences · Economics, Econometrics and Finance · #Economic and Environmental Valuation #FOS: Computer and information sciences #FOS: Mathematics #Game Theory and Voting Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Multi-Criteria Decision Making #Statistics Theory (math.ST)
6. Foundations of Top-k Decoding For Language Models
   2025/05/25 by Georgy Noarov, Noarov, Georgy, Sushanta Mallick +13 · 4 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Natural Language Processing Techniques #Statistics Theory (math.ST)
7. Statistical Early Stopping for Reasoning Models
   2026/02/15 by Yangxinyu Xie, Tao Wang, Soham Mallick +6 · 2 citations
   #cs.AI #cs.LG #stat.ML