Asadi, Amir R.

1. Chaining Mutual Information and Tightening Generalization Bounds
   2018/06/11 by Amir R. Asadi, Asadi, Amir R., Emmanuel Abbé +3 · 5 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Probability (math.PR) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
2. Simple Binary Hypothesis Testing under Local Differential Privacy and Communication Constraints
   2023/01/09 by Ankit Pensia, Amir R. Asadi, Pensia, Ankit +5 · 3 citations
   Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Statistics Theory (math.ST) #Wireless Communication Security Techniques
3. Generalization and Robustness of the Tilted Empirical Risk
   2024/09/28 by Gholamali Aminian, Amir R. Asadi, Aminian, Gholamali +9 · 5 citations
   Decision Sciences · #Risk and Portfolio Optimization
4. An Entropy-Based Model for Hierarchical Learning
   2022/12/30 by Asadi, Amir R. · 1 citation
   #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. KL-Regularized RLHF with Multiple Reference Models: Exact Solutions and Sample Complexity
   2025/02/03 by Gholamali Aminian, Amir R. Asadi, Aminian, Gholamali +5 · 2 citations
   Engineering · #Engineering Applied Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. Best-of-N through the Smoothing Lens: KL Divergence and Regret Analysis
   2025/07/08 by Gholamali Aminian, Aminian, Gholamali, Idan Shenfeld +7 · 2 citations
   Computer Science · Decision Sciences · Mathematics · #Explainable Artificial Intelligence (XAI) #Advanced Bandit Algorithms Research #Advanced Causal Inference Techniques