Chumeng Liang
6 papers · 2023–2025 · 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 · Gold
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Taxonomy Completionist
(19)
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Hot Topic Early Bird
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Renaissance Researcher
(5)
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Research topics
Machine Learning
(6)
Deep Learning
(5)
Models
(5)
Artificial Intelligence
(3)
Computer Vision
(3)
Application Areas
(3)
Core AI · Artificial Intelligence
(3)
Learning Types
(3)
Optimization & Theory
(2)
Computer Science
(1)
Natural Language Processing
(1)
Security & Privacy
(1)
Applications
(1)
Core AI · Computer Vision
(1)
Core Methods
(1)
Keywords
diffusion model
(4)
copyright protection
(2)
kl divergence
(1)
multimodal learning
(1)
flow matching
(1)
graph representation
(1)
graph structure
(1)
monte carlo estimation
(1)
monte carlo sampling
(1)
generative model
(1)
adversarial perturbation
(1)
poisoning attack
(1)
latent diffusion
(1)
adversarial example
(1)
evaluation metric
(1)
gradient inversion
(1)
diagram generation
(1)
fine tuning
(1)
model customization
(1)
artwork protection
(1)
Papers
Evaluating LLM-Generated Diagrams as Graphs
EMNLP 2025
Online Reward-Weighted Fine-Tuning of Flow Matching with Wasserstein Regularization
ICLR 2025
Targeted Attack Improves Protection against Unauthorized Diffusion Customization
ICLR 2025
CGI-DM: Digital Copyright Authentication for Diffusion Models via Contrasting Gradient Inversion
CVPR 2024
Toward effective protection against diffusion-based mimicry through score distillation
ICLR 2024
Adversarial Example Does Good: Preventing Painting Imitation from Diffusion Models via Adversarial Examples
ICML 2023