47 citations · 178 across the 34 of their papers we have counts for
41 papers
How to Query An Oracle? Efficient Strategies to Label Data
Farshad Lahouti, Victoria Kostina, Babak Hassibi
We consider the basic problem of querying an expert oracle for labeling a dataset in machine learning. This is typically an expensive and time consuming process and therefore, we s…
Two-layer Coded Channel Access with Collision Resolution: Design and Analysis
MohammadReza Ebrahimi, Farshad Lahouti, Victoria Kostina
We propose a two-layer coding architecture for communication of multiple users over a shared slotted medium enabling joint collision resolution and decoding. Each user first encode…
Analysis of Distributed ADMM Algorithm for Consensus Optimization in Presence of Node Error
Layla Majzoobi, Farshad Lahouti, Vahid Shah-Mansouri
Alternating Direction Method of Multipliers (ADMM) is a popular convex optimization algorithm, which can be employed for solving distributed consensus optimization problems. In thi…
Neuronal Synchronization Can Control the Energy Efficiency of Inter-Spike Interval Coding
Siavash Ghavami, Vahid Rahmati, Farshad Lahouti +1
The role of synchronous firing in sensory coding and cognition remains controversial. While studies, focusing on its mechanistic consequences in attentional tasks, suggest that syn…
Resource Allocation in Heterogenous Full-duplex OFDMA Networks: Design and Analysis
Peyman Tehrani, Farshad Lahouti, Michele Zorzi
Recent studies indicate the feasibility of full-duplex (FD) bidirectional wireless communications. Due to its potential to increase the capacity, analyzing the performance of a cel…
Distributed Solution of Large-Scale Linear Systems via Accelerated Projection-Based Consensus
Navid Azizan-Ruhi, Farshad Lahouti, Salman Avestimehr +1
Solving a large-scale system of linear equations is a key step at the heart of many algorithms in machine learning, scientific computing, and beyond. When the problem dimension is…