154 citations · 474 across the 50 of their papers we have counts for
4 papers · 1 filter
Scalable Intervention Target Estimation in Linear Models
Burak Varici, Karthikeyan Shanmugam, Prasanna Sattigeri +1
This paper considers the problem of estimating the unknown intervention targets in a causal directed acyclic graph from observational and interventional data. The focus is on soft…
Mean-based Best Arm Identification in Stochastic Bandits under Reward Contamination
Arpan Mukherjee, Ali Tajer, Pin-Yu Chen +1
This paper investigates the problem of best arm identification in stochastic multi-arm bandits. In this setting, the rewards obtained from any arm are repla…
Distributed Computation over MAC via Kolmogorov-Arnold Representation
Derya Malak, Ali Tajer
Kolmogorov's representation theorem provides a framework for decomposing any arbitrary real-valued, multivariate, and continuous function into a two-layer nested superposition of a…
The Broadcast Approach in Communication Networks
Ali Tajer, Avi Steiner, Shlomo Shamai
This paper reviews the theoretical and practical principles of the broadcast approach to communication over state-dependent channels and networks in which the transmitters have acc…