Siyuan Zhang
10 papers · 2019–2026 · 8 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (32) π Academic Marathon Β· Sprint π Conference Polyglot Β· Silver π Renaissance Researcher (6)
π
Century Club Β· Bronze
ποΈ
Keyword Collector
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Research topics
Machine Learning
(8)
Artificial Intelligence
(4)
Core AI
(4)
Optimization & Theory
(4)
Deep Learning
(3)
Application Areas
(3)
Core Methods
(3)
Learning Types
(3)
Computer Vision
(2)
Models
(2)
Processing
(2)
Mathematics & Optimization
(1)
Natural Language Processing
(1)
Reinforcement Learning
(1)
Speech & Audio
(1)
Keywords
large language model
(3)
non-convex optimization
(1)
image denoising
(1)
transfer learning
(1)
style transfer
(1)
uncertainty quantification
(1)
model calibration
(1)
medical imaging
(1)
question answering
(1)
preference optimization
(1)
multimodal learning
(1)
confidence calibration
(1)
decentralized optimization
(1)
speech enhancement
(1)
domain generalization
(1)
safety alignment
(1)
value function
(1)
probability distribution
(1)
gradient descent
(1)
offline reinforcement learning
(1)
Papers
Convergence of Decentralized Stochastic Subgradient-based Methods for Nonsmooth Nonconvex Optimization
JMLR 2026
Exploring the Generalizability of Factual Hallucination Mitigation via Enhancing Precise Knowledge Utilization
EMNLP 2025
Parametric Ο-Norm Scaling Calibration
AAAI 2025
STAIR: Improving Safety Alignment with Introspective Reasoning
ICML 2025
Training-free Fourier Phase Diffusion for Style Transfer
IJCAI 2025
A PID Controller Approach for Adaptive Probability-dependent Gradient Decay in Model Calibration
NeurIPS 2024
Exploring the Transferability of Visual Prompting for Multimodal Large Language Models
CVPR 2024
Microphone Array Generalization for Multichannel Narrowband Deep Speech Enhancement
Interspeech 2021
Towards Hyperparameter-free Policy Selection for Offline Reinforcement Learning
NeurIPS 2021
A Poisson-Gaussian Denoising Dataset With Real Fluorescence Microscopy Images
CVPR 2019