Umang Gupta
8 papers · 2021–2024 · 7 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(26)
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Hot Topic Early Bird
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Research topics
Machine Learning
(7)
Artificial Intelligence
(6)
Application Areas
(5)
Core AI
(5)
Deep Learning
(4)
Core Methods
(3)
Learning Paradigms
(3)
Learning Types · Deep Learning
(3)
Natural Language Processing
(2)
Mathematics & Optimization
(1)
Architectures
(1)
Generation
(1)
Learning Types · Machine Learning
(1)
Mathematics
(1)
Optimization & Theory
(1)
Keywords
attention mechanism
(2)
knowledge distillation
(2)
differential privacy
(1)
contrastive learning
(1)
adversarial learning
(1)
few-shot learning
(1)
variational inference
(1)
vector quantization
(1)
random projection
(1)
algorithmic fairness
(1)
text generation
(1)
feature attribution
(1)
conditional entropy
(1)
mutual information
(1)
representation learning
(1)
locality sensitive hashing
(1)
time series forecasting
(1)
transfer entropy
(1)
federated learning
(1)
model compression
(1)
Papers
“Define Your Terms” : Enhancing Efficient Offensive Speech Classification with Definition
EACL 2024
VQ-TR: Vector Quantized Attention for Time Series Forecasting
ICLR 2024
Jointly Reparametrized Multi-Layer Adaptation for Efficient and Private Tuning
ACL 2023
Attributing Fair Decisions with Attention Interventions
NAACL 2022
Estimating transfer entropy under long ranged dependencies
UAI 2022
Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal
ACL 2022
Controllable Guarantees for Fair Outcomes via Contrastive Information Estimation
AAAI 2021
Membership Inference Attacks on Deep Regression Models for Neuroimaging
MIDL 2021