A. Suggala

activity

20152026

most citedAdaptive Hard Thresholding for Near-optimal Consistent Robust Regression

18 citations · 34 across the 13 of their papers we have counts for

collaborators

Showing 2023Show all

2 papers · 1 filter

cs.LG2023★ 1 cited

Optimal Best-Arm Identification in Bandits with Access to Offline Data

Shubhada Agrawal, Sandeep Juneja, Karthikeyan Shanmugam +1

Learning paradigms based purely on offline data as well as those based solely on sequential online learning have been well-studied in the literature. In this paper, we consider com…

cs.LG2023

End-to-End Neural Network Compression via $\frac{ℓ _{1}}{ℓ _{2}}$ Regularized Latency Surrogates

Anshul Nasery, Hardik Shah, Arun Sai Suggala +1

Neural network (NN) compression via techniques such as pruning, quantization requires setting compression hyperparameters (e.g., number of channels to be pruned, bitwidths for quan…

Optimal Best-Arm Identification in Bandits with Access to Offline Data

End-to-End Neural Network Compression via ℓ2​ℓ1​​ Regularized Latency Surrogates

End-to-End Neural Network Compression via $\frac{ℓ _{1}}{ℓ _{2}}$ Regularized Latency Surrogates