Himanshu Jain
9 papers · 2015–2025 · 5 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Academic Marathon Β· Half π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (29) π£ Hot Topic Early Bird
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Research topics
Deep Learning
(7)
Machine Learning
(6)
Learning Types Β· Machine Learning
(5)
Artificial Intelligence
(4)
Core AI
(4)
Learning Types Β· Deep Learning
(4)
Natural Language Processing
(2)
Architectures
(2)
Core Methods
(2)
Models
(2)
Optimization & Theory
(2)
Mathematics & Optimization
(1)
Application Areas
(1)
Applications
(1)
Optimization
(1)
Keywords
large language model
(2)
3d reconstruction
(1)
class imbalance
(1)
adversarial robustness
(1)
ensemble learning
(1)
text classification
(1)
optimal transport
(1)
knowledge transfer
(1)
constrained generation
(1)
knowledge distillation
(1)
machine translation
(1)
multimodal learning
(1)
neural network optimization
(1)
label smoothing
(1)
certified robustness
(1)
distance preservation
(1)
low-rank representation
(1)
nearest neighbor retrieval
(1)
semantic similarity
(1)
image classification
(1)
Papers
Efficient and Asymptotically Unbiased Constrained Decoding for Large Language Models
AISTATS 2025
SpecTr: Fast Speculative Decoding via Optimal Transport
NeurIPS 2023
Teacher Guided Training: An Efficient Framework for Knowledge Transfer
ICLR 2023
Treeformer: Dense Gradient Trees for Efficient Attention Computation
ICLR 2023
Long-tail learning via logit adjustment
ICLR 2021
Adversarial robustness via robust low rank representations
NeurIPS 2020
Semantic Label Smoothing for Sequence to Sequence Problems
EMNLP 2020
Human Shape From Silhouettes Using Generative HKS Descriptors and Cross-Modal Neural Networks
CVPR 2017
Sparse Local Embeddings for Extreme Multi-label Classification
NeurIPS 2015