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πŸ§‘β€πŸŽ“ About Me

πŸŽ“ Second-year PhD Student at HKUST (Guangzhou), Robotics and Autonomous Systems (ROAS)
πŸ”¬ Research Interests: Generative Models, Reward Modeling, Vision Agents, Visual Perception
🧠 Current Focus: High-quality post-training, human-aligned reward modeling, multimodal agentic RL, and unified reasoning for visual understanding and generation
🌐 Website: ephemeral182.github.io
πŸ“§ Email: [email protected]

I’m Sixiang Chen (ι™ˆζ€ηΏ”), advised by Prof. Lei Zhu and Prof. Fugee Tsung.
My work explores how generative and unified models can unlock new potential in image understanding and creation.

I believe research should matter to real users.
Some projects I lead β€” especially the PosterX series such as PosterCraft, PosterOmni, and PosterReward β€” aim to build dependable tools for designers and broader creative communities, while also pushing forward general post-training and alignment for image-text foundation models.


πŸš€ Research Themes

  • 🧠 High-Quality Post-Training for Generative Models
    Building post-training and alignment methods for high-quality image-text generation and editing, with a focus on reward modeling, preference learning.

  • πŸ“ Reward Modeling and Preference Alignment
    Designing reward models that align AI outputs with human standards in aesthetics, structure, typography, and usability.

  • πŸ€– Vision Agents & Unified Reasoning
    Exploring multimodal agentic RL and unified models for open-world visual understanding, generation, and reasoning.


πŸ› οΈ Featured Projects

🎯 PosterOmni · CVPR 2026

A unified framework for generalized multi-task poster creation and editing, covering both local refinement and global design.

🧠 PosterReward · CVPR 2026

A reward model for accurate evaluation and alignment of high-quality graphic design generation.

🎨 PosterCraft · ICLR 2026

Rethinking high-quality aesthetic poster generation in a unified framework.


🌟 Selected Highlights

  • Feb 2026 β€” PosterOmni accepted by CVPR 2026
  • Feb 2026 β€” PosterReward accepted by CVPR 2026
  • Jan 2026 β€” PosterCraft accepted by ICLR 2026
  • Jun 2025 β€” GenHaze accepted by ICCV 2025
  • Apr 2025 β€” Released the GPT-4o Image Generation Capabilities evaluation report
  • 2025 β€” Multiple papers accepted by CVPR / ICCV / AAAI
  • 2024 β€” Papers accepted by NeurIPS / ECCV / CVPR, including CVPR 2024 Highlight

πŸ“Š GitHub Summary

Ephemeral182's github stats Ephemeral182's Top Languages

πŸ”₯ Current Keywords

High-Quality Post-Training Β· Unified Model Β· Reward Modeling Β· Vision Agents Β· Image-Text Generation


🧰 Research / Workflow Stack

Type Tools
Writing / Academic Overleaf Notion Excalidraw
AI Research Assistants ChatGPT Claude Perplexity Google Scholar
Development / Coding Cursor Claude Code GitHub Copilot Jina
Training / Infra PyTorch Diffusers Transformers Slurm
Design / Prototyping Stitch draw.io Clipdrop Shields.io Figma

πŸ“« Let's Connect!

🌐 Website: ephemeral182.github.io
πŸ™ GitHub: Ephemeral182
πŸ“§ Email: [email protected]


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