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Ephemeral182/README.md
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🧑‍🎓 About Me

🎓 Second-year PhD Student at HKUST (Guangzhou), Robotics and Autonomous Systems (ROAS)
🔬 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
📧 Email: [email protected]

I’m Sixiang Chen (陈思翔), 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 — especially the PosterX series such as PosterCraft, PosterOmni, and PosterReward — 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.


🚀 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.

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

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


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

📊 GitHub Summary

Ephemeral182's github stats Ephemeral182's Top Languages

🔥 Current Keywords

High-Quality Post-Training · Unified Model · Reward Modeling · Vision Agents · 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

📫 Let's Connect!

🌐 Website: ephemeral182.github.io
🐙 GitHub: Ephemeral182
📧 Email: [email protected]


WeChat GitHub followers Email

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  1. MeiGen-AI/PosterOmni MeiGen-AI/PosterOmni Public

    [CVPR2026] PosterOmni: One model for poster creation—unifying local edits and global design for generalized multi-task image/poster-to-poster generation.

    Python 188 12

  2. MeiGen-AI/PosterCraft MeiGen-AI/PosterCraft Public

    [ICLR2026] Rethinking High-Quality Aesthetic Poster Generation in a Unified Framework

    Python 904 53

  3. PosterCraft PosterCraft Public

    [ICLR'26] Rethinking High-Quality Aesthetic Poster Generation in a Unified Framework

    Python 535 34

  4. UDR-S2Former_deraining UDR-S2Former_deraining Public

    [ICCV'23] Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks

    Python 149 8

  5. ECCV24_T3-DiffWeather ECCV24_T3-DiffWeather Public

    [ECCV‘24] Teaching Tailored to Talent: Adverse Weather Restoration via Prompt Pool and Depth-Anything Constraint

    Python 46 1

  6. Empirical-Study-of-GPT-4o-Image-Gen Empirical-Study-of-GPT-4o-Image-Gen Public

    An Empirical Study of GPT-4o Image Generation Capabilities

    29