Minghui Pan

panmingh@outlook.com

EXPERIENCE
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ACL 2026 — Co-First Author - Accepted, Findings   (2025.09 - 2026.01)
  - Proposed a streaming hallucination detector for long chain-of-thought (CoT) reasoning in large reasoning models (LRMs), enabling online identification of both step-level hallucinations and cumulative hallucination states
  - Introduced relative-position-aware gating to improve late-stage CoT hallucination detection under long-context accumulation

ACL 2026 Industry Track — Co-First Author   (2025.12 - 2026.02)
  - Developed One-Eval, an agentic LLM evaluation system under PKU DCAI Lab's DataFlow project
  - Converted natural-language requests into executable evaluation workflows via NL2Bench, BenchResolve, and task-aware metric reporting with human-in-the-loop checkpoints
  - Open-source repository has gained 100+ GitHub stars

CVPR 2026 — Fourth Author   (2025.07 - 2025.11)
  - Studied hallucination in multimodal large reasoning models (MLRMs) by analyzing staged functional specialization of attention heads, identifying perceptual bias and reasoning drift
  - Verified core early-stage experiments and produced all figures and visualizations
  - Evaluated a lightweight, model-agnostic plugin based on functional head identification and class-conditioned rescaling

ICASSP 2026 — Fourth Author   (2025.07 - 2025.09)
  - Proposed CorrEctor, an execute-to-correct paradigm for efficient and secure LLM inference
  - Offloads privacy-obfuscated inputs to untrusted GPUs with parallel verification and correction in trusted environments
  - Achieves 1.36x-3.55x speedup over CPU-based TEE baselines with accuracy comparable to plaintext inference

IIE, CAS — Research Assistant   (2025.07 - 2025.09)
  - Assisted in the design and implementation of experiments for secure and efficient LLM inference research
  - Contributed to the full experimental pipeline and evaluation

SKILLS
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Achievements & Awards: National First Prize - Chinese Mathematics Competitions (CMC), First Prize (Beijing) - National College Students Engineering Innovation Competition, National Merit Award - National College Students Engineering Robot Competition, Third Prize (Beijing) - Challenge Cup, Beijing Regional Contest

cv.ha7ch.com/panmingh