Koyel Mukherjee
6 papers · 2023–2025 · 5 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
(21)
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Hot Topic Early Bird
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Mega-Team · Squad
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Research topics
Artificial Intelligence
(6)
Machine Learning
(5)
Core AI
(4)
Natural Language Processing
(3)
Application Areas
(3)
Learning Types · Machine Learning
(3)
Applications
(2)
Learning Paradigms · Artificial Intelligence
(2)
Optimization & Theory
(2)
Resources & Methods
(2)
Deep Learning
(1)
Generation
(1)
Learning Paradigms · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Keywords
inference latency
(2)
concept drift
(1)
active learning
(1)
multi-task learning
(1)
few-shot learning
(1)
in-context learning
(1)
cross-lingual transfer
(1)
question answering
(1)
distributed learning
(1)
text-to-image generation
(1)
informative sampling
(1)
low-resource language
(1)
diffusion model
(1)
adaptive optimization
(1)
data selection
(1)
inference optimization
(1)
inference efficiency
(1)
layer skipping
(1)
latency reduction
(1)
constrained decoding
(1)
Papers
FiRST: Finetuning Router-Selective Transformers for Input-Adaptive Latency Reduction
EMNLP 2025
From Selection to Generation: A Survey of LLM-based Active Learning
ACL 2025
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from related Example Banks
NAACL 2025
TTD-SQL: Tree-Guided Token Decoding for Efficient and Schema-Aware SQL Generation
EMNLP 2025
Approximate Caching for Efficiently Serving Text-to-Image Diffusion Models
NSDI 2024
Flash: Concept Drift Adaptation in Federated Learning
ICML 2023