Publications

SafePulse: A Memory-Safe Rust Architecture for Real-Time ECG Monitoring with Lightweight LLM Enrichment

Suyu Jiang, et al.

2026 International Conference on Artificial Intelligence for Health and Education (ICAIHE)

A memory-safe Rust architecture for deterministic real-time ECG monitoring, with optional LLM enrichment isolated from the safety-critical alert path. The design separates each device into an individual SessionActor to bound shared mutable state, and integrates LLM interpretation asynchronously without compromising alert latency.

Evaluating AI Code Generation on Novel Frameworks Beyond Pretraining Data

Suyu Jiang, et al.

Expert Systems With Applications

A study evaluating large language models on code generation tasks targeting novel frameworks whose APIs lie outside common pretraining corpora — measuring how well current models generalize to recently released and niche software ecosystems.

A Pluggable, Type-Safe Computerized Adaptive Testing Framework with Dynamic Item Generation in Rust

Suyu Jiang, et al.

Information and Software Technology

A pluggable, type-safe computerized adaptive testing framework in Rust with dynamic item generation. The architecture balances zero-cost abstractions with runtime model swapping through dynamic trait objects.

High Performance Adaptive Learning & Testing System with Safe Dynamic Plugin System

Haozhe Ruan, Sihui Li, Jingwen Guo, Yiyi Wang, Suyu Jiang, Aquil Mirza Mohammed

2026 12th International Conference on Communication and Signal Processing (ICCSP) · Smart Education Systems

Conference paper on a high-performance adaptive learning and testing system with a safe dynamic plugin architecture. The work emphasizes extensibility, runtime safety, and Rust-oriented implementation choices including generic programming and metaprogramming.

SAM-YOLO: An Improved Small Object Detection Model for Vehicle Detection

Suyu Jiang, et al.

The European Journal on Artificial Intelligence

SAM-YOLO improves small object detection for vehicle imagery by combining SAM-style segmentation cues with a YOLO detection backbone, addressing the tradeoff between detection recall on small objects and inference cost.

International Workshop on Advanced AI Systems for Clinical Practice — Hotaru for Connected Healthcare

Suyu Jiang

AASCP 2026 · under ICAIHE 2026 (icaihe.org)

Speaker session introducing Hotaru, a novel multi-protocol networking framework designed for simultaneous operation over HTTP, MQTT, and other protocols within a single application. Participants explore how Hotaru simplifies connected healthcare systems — medical devices, data aggregation pipelines, and clinical dashboards communicating across heterogeneous networks.

A Web Application Development Method and System for Unified Multi-Protocol Processing

一种多协议统一处理的 Web 应用开发方法及系统

Suyu Jiang

China National Intellectual Property Administration (CNIPA)

Invention patent application covering a Web application development method and system for unified processing across multiple network protocols. Describes the architectural approach behind the Hotaru framework — co-locating endpoint definitions, multi-protocol routing, and decoupled handler/state layers within a single application surface.

A General-Purpose Network Service Framework System and Method with Unified Access Points and Decoupled Transport Layers

统一访问点与传输解耦的通用网络服务框架系统及方法

Suyu Jiang

China National Intellectual Property Administration (CNIPA)

Invention patent application covering a general-purpose network service framework with unified access points and decoupled transport layers. The design separates application-level service contracts from underlying transport protocols, enabling a single service definition to be exposed across heterogeneous transport mechanisms without re-implementation.

Operating System in Rust

Suyu Jiang

In preparation

Work in preparation on an operating system written in Rust, exploring memory-safety guarantees, async kernel design, and trait-based extensibility at the OS layer.

Trait-Based High-Performance Rust Web Framework

Suyu Jiang

In preparation · target IEEE CSE 2026

Companion paper to the Hotaru framework, formalizing the trait-based architecture, the macro-driven endpoint DSL, and the multi-protocol routing model. Includes benchmark methodology and comparison to established Rust web frameworks.