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hyq-hub/README.md

Hi, I'm Yiqiao Huang 👋

I'm an M.S. student in Computational Science and Engineering at Harvard University, cross-registered at MIT. I work on multimodal model post-training, long-horizon agent systems, video understanding, and scalable machine learning systems.

Previously, I was a Machine Learning Engineer Intern at TikTok, working on multimodal AI and agent systems, and at Baidu, working on multimodal and speech AI.

Selected Work

  • Amphion — Contributor and co-author of the Amphion v0.2 technical report for open-source audio, music, and speech generation.
  • Debatts — First-author zero-shot debating TTS system with style-conditioned, emotionally adaptive speech interaction.
  • Implicit Chain-of-Vision — First-author multimodal reasoning framework; CVPR 2025 MAR Workshop Oral.
  • VideoResearcher — Active-perception and self-evolving tool-use agents for long-video understanding.

Research Interests

Multimodal LLMs · Post-training · Agent Systems · Video Understanding · Reinforcement Learning · ML Systems

Selected Publications

  • MemFlow: Learning Compact Soft Memory for Long-Context Personalization — Co-first author, ICLR 2027 submission. OpenReview
  • MLP Cache: Trust-Region Computation Reuse — Second author, ICLR 2027 submission. OpenReview
  • Autonomous Multimodal Reasoning via Implicit Chain-of-Vision — First author, CVPR 2025 MAR Workshop Oral. Paper
  • E3-System: Expressive Emodata, Explicitly Controllable, Easy-to-Use TTS — First author, IEEE ISCSLP 2026.
  • Overview of the Amphion Toolkit (v0.2) — Co-author. Paper
  • Debatts: Zero-Shot Debating Text-to-Speech Synthesis — First author. Paper · Dataset

Technical Focus

Python · PyTorch · Hugging Face · VLM Post-training · GRPO · Agent Tool Use · Megatron-LM · DeepSpeed · vLLM · Distributed Training

Contact

Email · LinkedIn

Pinned Loading

  1. open-mmlab/Amphion open-mmlab/Amphion Public

    Amphion (/æmˈfaɪən/) is a toolkit for Audio, Music, and Speech Generation. Its purpose is to support reproducible research and help junior researchers and engineers get started in the field of audi…

    Python 10.3k 853

  2. AmphionTeam/debatts AmphionTeam/debatts Public

    HTML 5 1

  3. Helena6789/LVLM-Reasoning Helena6789/LVLM-Reasoning Public

    Python 2