Projects
Open-source systems and research projects.
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Autonomous LLM Coding Agent for Multi-Step Software Tasks
Mar 2026 – Present ↗An autonomous LLM coding agent for long-horizon software tasks: ReAct-style orchestration and LangGraph state machines explore repositories, edit code, run tests, and recover from failures. Built on a unified tool-use framework (code search, file editing, shell, git, pytest), a FAISS-based repository RAG pipeline, and Docker sandboxing — with self-reflection, loop detection, and step/token circuit breakers for safe, reliable execution.
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Uncertainty Quantification & OOD Detection
Sep 2023 – Aug 2025A density-based uncertainty quantification method using kernel density estimation to estimate prediction confidence and detect out-of-distribution inputs. Published at IEEE IJCNN 2025.
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EEG Brain–Computer Interface — Hybrid CNN–Transformer
2020 – 2022An EEG decoding pipeline for assistive-device control, with a hybrid CNN–Transformer architecture for temporal signal modeling. Published at IEEE IJCNN 2022.
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Medical Image Segmentation, Breast Cancer — U-Net
2019 – 2020A U-Net tumor segmentation pipeline with a curated labeled medical-imaging dataset; secured RMB 200K (~$29K) in research funding from United Imaging. Published at IEEE EMBC 2020 (oral).
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Fish Image Classification — Project Lead, Team of 5
2017 – 2018Led development and mobile deployment of a CNN-based fish classification system and released a large-scale labeled dataset; received a National Innovation & Entrepreneurship Program Grant. Published at ICNC-FSKD 2018 (oral).