You-Liang Huang
5 papers · 2025–2026 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(16)
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Rising Star
(5)
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Research topics
Machine Learning
(4)
Application Areas
(4)
Artificial Intelligence
(3)
Deep Learning
(3)
Core AI
(3)
Optimization & Theory · Deep Learning
(3)
Architectures
(2)
Learning Types · Deep Learning
(2)
Optimization & Theory · Machine Learning
(2)
Computer Science
(1)
Applications
(1)
Core Methods
(1)
Learning Types · Machine Learning
(1)
Models
(1)
Techniques
(1)
Keywords
singular value decomposition
(2)
model compression
(2)
low-rank matrices
(1)
static analysis
(1)
memory efficiency
(1)
language model
(1)
zeroth-order optimization
(1)
parameter-efficient fine-tuning
(1)
low-rank adaptation
(1)
mixture of expert
(1)
vision-language model
(1)
sparse activation
(1)
feed-forward network
(1)
parameter efficiency
(1)
inference speed
(1)
language model fine-tuning
(1)
first-order optimizer
(1)
semantic inference
(1)
parameter reduction
(1)
large language model
(1)
Papers
Diagnosing Performance Issues in Application-Defined Resources
OSDI 2026
Efficient Fine-Tuning of Large Models via Nested Low-Rank Adaptation
ICCV 2025
MoE-SVD: Structured Mixture-of-Experts LLMs Compression via Singular Value Decomposition
ICML 2025
SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression
AAAI 2025
Towards Efficient Low-Order Hybrid Optimizer for Language Model Fine-Tuning
AAAI 2025