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03/04/2023
RoLNiP: Robust Learning Using Noisy Pairwise Comparisons
This paper presents a robust approach for learning from noisy pairwise c...
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05/17/2022
Delaytron: Efficient Learning of Multiclass Classifiers with Delayed Bandit Feedbacks
In this paper, we present online algorithm called Delaytron for learning...
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07/07/2021
RISAN: Robust Instance Specific Abstention Network
In this paper, we propose deep architectures for learning instance speci...
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05/17/2021
Multiclass Classification using dilute bandit feedback
This paper introduces a new online learning framework for multiclass cla...
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06/09/2020
The Curious Case of Convex Networks
In this paper, we investigate a constrained formulation of neural networ...
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06/05/2020
Learning Multiclass Classifier Under Noisy Bandit Feedback
This paper addresses the problem of multiclass classification with corru...
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12/24/2019
Online Algorithms for Multiclass Classification using Partial Labels
In this paper, we propose online algorithms for multiclass classificatio...
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12/07/2019
Robust Deep Ordinal Regression Under Label Noise
State-of-the-art ordinal regression methods rely on the correctness of t...
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09/26/2019
ExpertoCoder: Capturing Divergent Brain Regions Using Mixture of Regression Experts
fMRI semantic category understanding using linguistic encoding models at...
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06/14/2019
Online Active Learning of Reject Option Classifiers
Active learning is an important technique to reduce the number of labele...
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04/22/2019
PLUME: Polyhedral Learning Using Mixture of Experts
In this paper, we propose a novel mixture of expert architecture for lea...
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08/18/2018
Exact Passive-Aggressive Algorithms for Learning to Rank Using Interval Labels
In this paper, we propose exact passive-aggressive (PA) online algorithm...
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06/13/2018
fMRI Semantic Category Decoding using Linguistic Encoding of Word Embeddings
The dispute of how the human brain represents conceptual knowledge has b...
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02/12/2018
Sparse and Robust Reject Option Classifier using Successive Linear Programming
In this paper, we propose a new sparse and robust reject option classifi...
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02/12/2018
PRIL: Perceptron Ranking Using Interval Labeled Data
In this paper, we propose an online learning algorithm PRIL for learning...
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07/08/2011