Fanxu Meng
9 papers · 2020–2025 · 7 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (24)
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Grand Slam
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Renaissance Researcher
(5)
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Research topics
Machine Learning
(8)
Artificial Intelligence
(6)
Core AI
(6)
Application Areas
(5)
Deep Learning
(4)
Optimization & Theory Β· Machine Learning
(4)
Optimization & Theory Β· Deep Learning
(3)
Architectures
(2)
Computer Science
(1)
Interdisciplinary
(1)
Mathematics & Optimization
(1)
Natural Language Processing
(1)
Applications
(1)
Core Methods
(1)
Foundations
(1)
Keywords
model compression
(4)
representation learning
(2)
parameter-efficient fine-tuning
(2)
network pruning
(2)
singular value decomposition
(2)
filter pruning
(2)
domain-specific language
(2)
low-rank adaptation
(2)
distributed learning
(1)
nonparametric modeling
(1)
knowledge representation
(1)
constraint satisfaction
(1)
multi-objective optimization
(1)
submodular maximization
(1)
distributed computing
(1)
knowledge distillation
(1)
language model
(1)
deep neural network
(1)
approximation algorithm
(1)
deep learning
(1)
Papers
CLOVER: Cross-Layer Orthogonal Vectors Pruning
ICML 2025
HD-PiSSA: High-Rank Distributed Orthogonal Adaptation
EMNLP 2025
Hierarchically Encapsulated Representation for Protocol Design in Self-Driving Labs
ICLR 2025
AutoDSL: Automated domain-specific language design for structural representation of procedures with constraints
ACL 2024
Expert-level protocol translation for self-driving labs
NeurIPS 2024
PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models
NeurIPS 2024
Improved Algorithm for Regret Ratio Minimization in Multi-Objective Submodular Maximization
AAAI 2023
Filter Grafting for Deep Neural Networks
CVPR 2020
Pruning Filter in Filter
NeurIPS 2020