Samridhi Choudhary
7 papers · 2019–2024 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Academic Marathon · Sprint
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(19)
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Hot Topic Early Bird
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Research topics
Deep Learning
(6)
Machine Learning
(6)
Artificial Intelligence
(5)
Architectures
(4)
Core AI
(4)
Natural Language Processing
(3)
Application Areas
(3)
Applications
(2)
Core Methods
(2)
Optimization & Theory · Machine Learning
(2)
Techniques
(2)
Speech & Audio
(1)
Learning Paradigms
(1)
Learning Types
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
model compression
(4)
on-device inference
(2)
transformer model
(2)
spoken language understanding
(2)
natural language understanding
(2)
knowledge distillation
(2)
performance evaluation
(1)
intent classification
(1)
representation learning
(1)
model interpretability
(1)
training optimization
(1)
hierarchical model
(1)
textual entailment
(1)
training efficiency
(1)
tensor decomposition
(1)
model generalization
(1)
neural pathway
(1)
memory efficiency
(1)
multi-objective optimization
(1)
computational efficiency
(1)
Papers
CoMERA: Computing- and Memory-Efficient Training via Rank-Adaptive Tensor Optimization
NeurIPS 2024
Quantization-aware and Tensor-compressed Training of Transformers for Natural Language Understanding
Interspeech 2023
End-to-End Spoken Language Understanding for Generalized Voice Assistants
Interspeech 2021
Factorization-Aware Training of Transformers for Natural Language Understanding on the Edge
Interspeech 2021
Extreme Model Compression for On-device Natural Language Understanding
COLING 2020
Semantic Complexity in End-to-End Spoken Language Understanding
Interspeech 2020
Deep Neural Model Inspection and Comparison via Functional Neuron Pathways
ACL 2019