Henglin Liu
4 papers · 2025–2026 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Research topics
Keywords
image generation
(2)
reinforcement learning
(2)
diffusion model
(2)
spectral clustering
(1)
multimodal learning
(1)
flow matching
(1)
latent space
(1)
diffusion transformer
(1)
reward overoptimization
(1)
mode collapse
(1)
multimodal attention
(1)
gradient reweighting
(1)
aesthetic assessment
(1)
material transfer
(1)
hierarchical description
(1)
image aesthetics
(1)
text prompt alignment
(1)
contrastive learning
(1)
importance ratio
(1)
zero-shot learning
(1)
Papers
Bridging Cognitive Gap: Hierarchical Description Learning for Artistic Image Aesthetics Assessment
AAAI 2026
DiverseGRPO: Mitigating Mode Collapse in Image Generation via Diversity-Aware GRPO
CVPR 2026
GRPO-Guard: Mitigating Implicit Over-Optimization in Flow Matching via Regulated Clipping
CVPR 2026
MaTe: Images Are All You Need for Material Transfer via Diffusion Transformer
ICCV 2025