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Yuchen Liu

@Lyrica

Mech interp · vision-language-action · adversarial self-play · world models. Founder of Φ(fight) Research. HKUST EE+AI sophomore

https://lyrica.φ.monster
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About Me

Liu Yuchen

Independent AI researcher based in Hong Kong. Sophomore at HKUST, EE + AI dual major. Personal site & CV: lyrica.xn--7xa.monster

Current work. Four papers under double-blind review at NeurIPS 2026 (three sole-author, one co-first), all on mechanistic interpretability and methodology for vision-language-action models.

Φ(fight) Research

Founder of Φ(fight) Research, a brand-new independent research collective for physical-world AI fighting. Co-founder: Han Muchen (HKUST).

  • Principles: anti-VC · non-dilutive funding only · open publication only · zero founder salary

  • Site: xn--7xa.monster

  • GitHub: github.com/phi-monster

  • HuggingFace: huggingface.co/phi-monster

  • Legal: Phi Fight Research LLC (Wyoming), filed 2026-05-16, pending Secretary of State approval

2026–2027 research program. Three papers targeting ICLR 2027 (submission September 2026):

  1. Φ-Arena — the first open benchmark for VLA-vs-VLA adversarial evaluation across MuJoCo, Isaac Sim, and Genesis.

  2. Mechanistic interpretability of self-play policies — circuit-level analysis of exploit-prone subnetworks emerging under adversarial training.

  3. Energy-bounded adversarial games — empirical study of how hard physical resource constraints reshape emergent self-play strategies..

Projects

Φ-Arena and adversarial multi-agent VLA interpretabilitypending grant agreement signature