ML Anthology
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Venkatasubramanian, Suresh
18 publications
TMLR
2025
Counting Hours, Counting Losses: The Toll of Unpredictable Work Schedules on Financial Security
Pegah Nokhiz
,
Aravinda Kanchana Ruwanpathirana
,
Aditya Bhaskara
,
Suresh Venkatasubramanian
AISTATS
2024
To Pool or Not to Pool: Analyzing the Regularizing Effects of Group-Fair Training on Shared Models
Cyrus Cousins
,
I. Elizabeth Kumar
,
Suresh Venkatasubramanian
NeurIPSW
2023
Repairing Regressors for Fair Binary Classification at Any Decision Threshold
Kweku Kwegyir-Aggrey
,
Jessica Dai
,
A. Feder Cooper
,
John Dickerson
,
Keegan Hines
,
Suresh Venkatasubramanian
NeurIPSW
2023
You Still See Me: How Data Protection Supports the Architecture of ML Surveillance
Rui-Jie Yew
,
Lucy Qin
,
Suresh Venkatasubramanian
NeurIPS
2021
Shapley Residuals: Quantifying the Limits of the Shapley Value for Explanations
Indra Kumar
,
Carlos Scheidegger
,
Suresh Venkatasubramanian
,
Sorelle Friedler
ICML
2020
Problems with Shapley-Value-Based Explanations as Feature Importance Measures
I. Elizabeth Kumar
,
Suresh Venkatasubramanian
,
Carlos Scheidegger
,
Sorelle Friedler
NeurIPS
2019
Disentangling Influence: Using Disentangled Representations to Audit Model Predictions
Charles Marx
,
Richard Phillips
,
Sorelle Friedler
,
Carlos Scheidegger
,
Suresh Venkatasubramanian
ALT
2017
The Complexity of Explaining Neural Networks Through (group) Invariants
Danielle Ensign
,
Scott Neville
,
Arnab Paul
,
Suresh Venkatasubramanian
ECML-PKDD
2016
Continuous Kernel Learning
John Moeller
,
Vivek Srikumar
,
Sarathkrishna Swaminathan
,
Suresh Venkatasubramanian
,
Dustin Webb
AISTATS
2016
Sketching, Embedding and Dimensionality Reduction in Information Theoretic Spaces
Amirali Abdullah
,
Ravi Kumar
,
Andrew McGregor
,
Sergei Vassilvitskii
,
Suresh Venkatasubramanian
ICLR
2015
A Group Theoretic Perspective on Unsupervised Deep Learning
Arnab Paul
,
Suresh Venkatasubramanian
AISTATS
2014
A Geometric Algorithm for Scalable Multiple Kernel Learning
John Moeller
,
Parasaran Raman
,
Suresh Venkatasubramanian
,
Avishek Saha
ALT
2012
Efficient Protocols for Distributed Classification and Optimization
Hal Daumé Iii
,
Jeff M. Phillips
,
Avishek Saha
,
Suresh Venkatasubramanian
AISTATS
2012
Protocols for Learning Classifiers on Distributed Data
Hal Daume Iii
,
Jeff Phillips
,
Avishek Saha
,
Suresh Venkatasubramanian
ECML-PKDD
2011
Active Supervised Domain Adaptation
Avishek Saha
,
Piyush Rai
,
Hal Daumé Iii
,
Suresh Venkatasubramanian
,
Scott L. DuVall
AISTATS
2011
Online Learning of Multiple Tasks and Their Relationships
Avishek Saha
,
Piyush Rai
,
Hal Daumé Iii
,
Suresh Venkatasubramanian
IJCAI
2009
Streamed Learning: One-Pass SVMs
Piyush Rai
,
Hal Daumé Iii
,
Suresh Venkatasubramanian
CVPR
2008
Robust Statistics on Riemannian Manifolds via the Geometric Median
P. Thomas Fletcher
,
Suresh Venkatasubramanian
,
Sarang C. Joshi