High School Diploma
2020 – 2023Liaoning Experimental High School
PWT: Advancing Alzheimer's PET Synthesis from MRI with Enhanced Pathological Feature Preservation
IEEE 7th International Conference on Universal Village, 2024 · @ MIT
Tinghe Zhang
Researcher · Developer · Explorer
What I cannot create, I do not understand. — Richard Feynman
- Research
- AI
- Interests
- CoT, Security for AI, AI Merging, CV, Robotics
- Now
- Interning @ THU College of AI · Seeking for M.S./Phd this year
Education
Bachelor
2023 – 2027Northeastern University, Software College, Computer Security
Projects & Competitions
National College Student Innovation and Entrepreneurship Training Program
Completed ExcellentlyTraining and using deep learning voiceprint recognition detection of cold-rolled production line faults
National Software Innovation Contest for College Students
National 1st PrizeTraining and using deep learning voiceprint recognition detection of cold-rolled production line faults
National College Student Information Security Competition
National 1st PrizeBlockchain-based iris recognition technology using LWE
“Challenge Cup” – AI Main Competition
National 1st Prize / ChampionDeveloping an AI Agent to autonomously build an attack-defense test platform
Research & Publications
Intern @ MIT
PublishedAdvancing Alzheimer's PET Synthesis from MRI with Enhanced Pathological Feature Preservation
Research @ NEU
PublishedSecure and Efficient Distributed Matrix Multiplication Based on Polynomial Coding
Secure and Efficient Distributed Matrix Multiplication Based on Polynomial Coding
IEEE 7th International Conference on Next Generation Data-driven Networks, 2025 · @ Northeastern University
Collaborate with PKU
PublishedTowards Zero-shot Cross-lingual SLU with Syntax-aware Multi-view Contrastive Learning
Towards Zero-shot Cross-lingual SLU with Syntax-aware Multi-view Contrastive Learning
IEEE International Conference on Acoustics, Speech and Signal Processing, 2025 · @ Peking University
Collaborate with SEU
PublishedTOPOSHIELD: Reshaping the Flow of Malice via Spatio-Temporal Risk-Aware Topological Evolution in Multi-Agent Systems
TOPOSHIELD: Reshaping the Flow of Malice via Spatio-Temporal Risk-Aware Topological Evolution in Multi-Agent Systems
Published @ ACL Findings, 2026 · @ SEU
Reasearch @ NEU
Under ReviewA Unified Framework for Trajectory Prediction with Explicit Planning and Reaction Decomposition
A Unified Framework for Trajectory Prediction with Explicit Planning and Reaction Decomposition
Under review @ ACM MM , 2026 · @ Northeastern University
Intern @ THU College of AI
OngoingReasoning Model&Embodied AI(Outside 3D Track in Autonomous Driving)
Scholarships
National Scholarship ¥10,000 0.2%
NEU First-Class Scholarship ¥2,000 3%
Academic Pursuit
Reasoning in Large Language Models
CurrentFocused on a Framework with SFT, RL, Test-Time Scaling to improve the reason ability of LLM
Embodied AI & Autonomous Driving
CurrentExploring the Autonomous Driving with the 3D Cloud as Input
Final Academic Pursuit (Which may seems to be too ambitious, but I Deeply believed in.)
Lifelong1.Moving Beyond Statistical Correlation, Toward True "Understanding" :I am convinced that mainstream paradigms like the Transformer represent a highly efficient "statistical shortcut" rather than a genuine "path to comprehension." My core pursuit is to conceive a novel architecture that enables intrinsic learning and autonomous reasoning in machines—a formidable, perhaps even radical challenge, but one I believe is essential for achieving true machine intelligence.
2.Abandoning the "General" Mirage, Embracing "Domain" Breakthroughs： I do not pursue the AGI fantasy of "one model to solve everything." Instead, I find the vision of Specialist Superintelligence both feasible and compelling: building systems capable of assimilating knowledge, refining reasoning, and ultimately surpassing the boundaries of human expertise within a specific domain—and doing so in an extremely short timeframe. This is not about generality, but about profound, vertical evolution.
This journey will be long and fraught with fundamental challenges. That, however, is precisely what makes it meaningful. Perhaps one day, we will make it a reality.
Activities
Served as : Communist Youth League Branch Secretary 2024 Sep - Now
Served as : Student Representative of College 2024 Nov - Now
Served as : Vice Chair , 东北大学-华为奇点俱乐部 2025 May - Now
Forth , Software College “Freshman Cup” Basketball Tournament
Forth , Software College “Liu Changchun Cup” Basketball Tournament