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Jiacheng8/README.md

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whoami

I am a PhD student in the Machine Learning Department at MBZUAI, advised by Prof. Zhiqiang Shen. My work explores how to retain the most useful supervision while reducing the data, storage, and computation required to train modern models.

Previously, I received an M.Sc. in Machine Learning from MBZUAI and a B.Sc. (Hons) in Artificial Intelligence and Computer Science with First-Class Honours from the University of Edinburgh.

🔥 Latest

  • Aug 2026 — PIXAR accepted to ECCV 2026.
  • Apr 2026 — HALD accepted to ICML 2026.
  • Apr 2026 — LLMSurgeon accepted to ACL 2026.
  • Sep 2025 — FADRM accepted to NeurIPS 2025.

🚀 Selected Research

Project Venue What it explores Links
PIXAR ECCV 2026 Pixel-grounded, semantic-aware VLM image tampering Paper · Code
HALD ICML 2026 Hard labels as semantic anchors for storage-efficient dataset distillation Paper · Code
LLMSurgeon ACL 2026 Diagnosing and repairing data mixtures in large language models Project coming soon
FADRM NeurIPS 2025 Fast and accurate data residual matching for dataset distillation Paper · Code
CV-DD Preprint Dataset distillation through committee voting Paper · Code

For the complete publication list, visit my homepage or Google Scholar.

🧭 Academic Journey

University of Edinburgh          MBZUAI                         MBZUAI
B.Sc. AI & Computer Science  →   M.Sc. Machine Learning     →   Ph.D. Machine Learning
2019–2024 · First-Class Honours  2024–2026                       2026–2030 (expected)

🤝 Let's Collaborate

I am always open to academic collaboration and discussions around data-centric AI, dataset distillation, and efficient learning. If our interests overlap, feel free to send me an email.

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  1. FADRM FADRM Public

    Fast and Accurate Data Residual Matching for Dataset Distillation (Neurips 2025)

    Python 13 2

  2. HALD HALD Public

    Hard Labels In! Rethinking the Role of Hard Labels in Mitigating Local Semantic Drift (ICML 2026)

    Python 8

  3. VILA-Lab/PIXAR VILA-Lab/PIXAR Public

    Official implementation of paper: From Masks to Pixels and Meaning: A New Taxonomy, Benchmark, and Metrics for VLM Image Tampering (ECCV2026)

    Python 16 1

  4. CV-DD CV-DD Public

    Dataset Distillation via Committee Voting

    Shell 17 1