Mingkang Zhu
6 papers · 2021–2026 · 5 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Silver
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(15)
Venues
Top co-authors
Research topics
Machine Learning
(4)
Optimization & Theory
(3)
Artificial Intelligence
(2)
Core AI
(2)
Learning Types · Machine Learning
(2)
Deep Learning
(1)
Natural Language Processing
(1)
Reinforcement Learning
(1)
Core Methods
(1)
Learning Paradigms
(1)
Learning Types · Deep Learning
(1)
Methods
(1)
Resources & Methods
(1)
Keywords
reinforcement learning
(1)
non-convex optimization
(1)
direct preference optimization
(1)
data augmentation
(1)
visual reasoning
(1)
sharpness-aware minimization
(1)
neural network optimization
(1)
homotopy algorithm
(1)
hessian matrix
(1)
bradley-terry model
(1)
adversarial attack
(1)
tree search
(1)
bandit problem
(1)
deep neural network
(1)
hessian eigenvalue
(1)
proximal policy optimization
(1)
entropy-guided exploration
(1)
inference efficiency
(1)
continual pre-training
(1)
knowledge acquisition
(1)
Papers
VisionLeaf: Entropy-Guided Leaf-First Reasoning for Efficient and Accurate Think-with-Image
CVPR 2026
Enhancing LLM Knowledge Learning through Generalization
EMNLP 2025
TGDPO: Harnessing Token-Level Reward Guidance for Enhancing Direct Preference Optimization
ICML 2025
LogoSticker: Inserting Logos into Diffusion Models for Customized Generation
ECCV 2024
Learning to Generalize Provably in Learning to Optimize
AISTATS 2023
Sparse and Imperceptible Adversarial Attack via a Homotopy Algorithm
ICML 2021