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08/29/2023
Is it an i or an l: Test-time Adaptation of Text Line Recognition Models
Recognizing text lines from images is a challenging problem, especially ...
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05/30/2023
GAN-MPC: Training Model Predictive Controllers with Parameterized Cost Functions using Demonstrations from Non-identical Experts
Model predictive control (MPC) is a popular approach for trajectory opti...
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11/29/2022
A Contextual Bandit Approach for Learning to Plan in Environments with Probabilistic Goal Configurations
Object-goal navigation (Object-nav) entails searching, recognizing and n...
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10/07/2022
Private and Efficient Meta-Learning with Low Rank and Sparse Decomposition
Meta-learning is critical for a variety of practical ML systems – like p...
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07/21/2022
Novel Class Discovery without Forgetting
Humans possess an innate ability to identify and differentiate instances...
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06/17/2022
All Mistakes Are Not Equal: Comprehensive Hierarchy Aware Multi-label Predictions (CHAMP)
This paper considers the problem of Hierarchical Multi-Label Classificat...
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04/22/2022
Spacing Loss for Discovering Novel Categories
Novel Class Discovery (NCD) is a learning paradigm, where a machine lear...
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12/04/2021
Unsupervised Adaptation of Semantic Segmentation Models without Source Data
We consider the novel problem of unsupervised domain adaptation of sourc...
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12/04/2021
SITA: Single Image Test-time Adaptation
In Test-time Adaptation (TTA), given a model trained on some source data...
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11/23/2021
Node-Level Differentially Private Graph Neural Networks
Graph Neural Networks (GNNs) are a popular technique for modelling graph...
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06/07/2021
On Learning to Rank Long Sequences with Contextual Bandits
Motivated by problems of learning to rank long item sequences, we introd...
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05/17/2021
Learn to Intervene: An Adaptive Learning Policy for Restless Bandits in Application to Preventive Healthcare
In many public health settings, it is important for patients to adhere t...
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12/23/2020
Cohorting to isolate asymptomatic spreaders: An agent-based simulation study on the Mumbai Suburban Railway
The Mumbai Suburban Railways, locals, are a key transit infrastructure o...
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01/28/2015
