Three labs, three angles on one question: how do information systems hold and retrieve what matters?
SHELF
2026.03 — present
AlphaLab @ USTC · Prof. Xiang Wang · First author
Path-aware auditable memory for LLM agents. State frames, evidence ledgers, and an auditor-gater protocol that lets you trace why an agent did what it did.
Under double-blind review (NeurIPS 2026)
IBC²
2025.12 — 2026.03
MIRA Lab @ USTC · Prof. Jie Wang · Co-author
Cost-regularized information bottleneck for test-time context construction. How much context is enough, and what should we throw away?
Under double-blind review (NeurIPS 2026)
fMRI Brain-Computer Interface
2025.01 — 2025.06
USTC Medical Imaging Center · Prof. Xiaoxiao Wang · Research student
Decoding neural signals during cognitive tasks. The starting point of my interest in how information is compressed and retrieved.