CORTEXA
← Browse

Junyi Zou

2 papers indexed

openalexSensors2026-07-23

Research on Tracking and Detecting Algorithm for Road Signs Based on SCMCg

Fang Wang, Ruining Jiang, Zhirui Tang, Yaowei Pang, Junyi Zou, Chao Wu

Road sign detection is crucial for highway maintenance but often suffers from sign loss, occlusion, and spatial misjudgments such as repeated local detections or mapping errors. To address these issues, this study proposes YOLO-DeepSort, a tracking and detection framework integra…

View free PDFSource page
arxivcs.CLcs.LG2026-06-27

Memory-Managed Long-Context Attention: Bounded Editable Memory with a Hard Lifecycle and Calibrated Sparse Fallback

Junyi Zou, Avrova Donz

We study memory-managed long-context attention: explicit bounded memory with a learned query-independent writer, lifecycle control, query-aware reading, calibrated sparse fallback, and frozen-LLM generation from raw evidence. Track A is a controlled versioned-variable task where…

View free PDFSource page