Qingsong Wang
8 papers · 2023–2025 · 6 venues · across top CS/AI venues
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Interdisciplinary Bridge · Bronze
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Core AI · Artificial Intelligence
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Core AI · Computer Vision
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Keywords
graph neural network
(2)
monotone operator
(2)
stochastic gradient descent
(2)
matrix factorization
(1)
variance reduction
(1)
preference learning
(1)
non-convex optimization
(1)
convergence analysis
(1)
message passing
(1)
fourier decomposition
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optimization theory
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convergence
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user modeling
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implicit differentiation
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score matching
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text generation
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nonsmooth optimization
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generative model
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convergence rate
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vision transformer
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Papers
Cognitive-Level Adaptive Generation via Capability-Aware Retrieval and Style Adaptation
EMNLP 2025
Elucidating Flow Matching ODE Dynamics via Data Geometry and Denoisers
ICML 2025
Non-Natural Image Understanding with Advancing Frequency-based Vision Encoders
CVPR 2025
A Bregman Proximal Stochastic Gradient Method with Extrapolation for Nonconvex Nonsmooth Problems
AAAI 2024
Efficient Score Matching with Deep Equilibrium Layers
ICLR 2024
Monotone Operator Theory-Inspired Message Passing for Learning Long-Range Interaction on Graphs
AISTATS 2024
Implicit Graph Neural Networks: A Monotone Operator Viewpoint
ICML 2023
Momentum Ensures Convergence of SIGNSGD under Weaker Assumptions
ICML 2023