Mingxi Cheng

4 papers · 2024–2026 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (14)

Venues

CVPR (2) ICLR (1) WACV (1)

Top co-authors

Shixuan Li (2) Paul Bogdan (2) Ji Li (2) Jialiang Zhu (1) Han Hu (1) Sophia I. Thomopoulos (1) Anzhe Cheng (1) Tianqing Fang (1) CHUNYU WANG (1) Defu Cao (1)

Research topics

Machine Learning (4) Learning Types · Machine Learning (3) Artificial Intelligence (2) Computer Vision (2) Deep Learning (2) Core AI (2) Core Methods (2) Learning Types · Deep Learning (2) Analysis (1) Generation (1) Models (1) Optimization & Theory (1)

Keywords

unsupervised learning (1) representation learning (1) sentiment analysis (1) information bottleneck (1) direct preference optimization (1) multimodal learning (1) text-to-image generation (1) set prediction (1) diffusion model (1) latent representation (1) mixture of expert (1) image-text retrieval (1) expert routing (1) load balancing (1) gestalt principle (1) aesthetic improvement (1) brain age prediction (1) image aesthetics (1) aesthetic preference (1) layout grouping (1)

Papers

ERMoE: Eigen-Reparameterized Mixture-of-Experts for Stable Routing and Interpretable Specialization CVPR 2026 Aesthetic Post-Training Diffusion Models from Generic Preferences with Step-by-step Preference Optimization CVPR 2025 Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal Learning ICLR 2024 Unsupervised Graphic Layout Grouping With Transformers WACV 2024