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Posts by Collection
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publications
Stability for Multi-Linked Stochastic Delayed Complex Networks with Stochastic Hybrid Impulses by Dupire Ito’s Formula
Published in Nonlinear Analysis: Hybrid Systems, 2022
This paper studies mean-square exponential stability for multi-linked stochastic delayed complex networks with stochastic hybrid impulses and derives sufficient stability criteria using Dupire Ito’s formula, Lyapunov methods, graph theory, and stochastic analysis.
Semi-Global Exponential Stability of Stochastic Nonlinear Functional Sampling Systems by Emulation Approach
Published in Communications in Nonlinear Science and Numerical Simulation, 2023
This work studies semi-global exponential stability for stochastic nonlinear functional systems under sampled-data control emulation and develops sufficient criteria using a new Dini derivative definition together with stochastic analysis and Lyapunov methods.
SuperJunction: Learning-Based Junction Detection for Retinal Image Registration
Published in AAAI 2024, 2024
A learning-based junction detection approach for retinal image registration that improves keypoint detection and matching with vessel-aware regularization and constrained negative sampling.
Safety Challenges of AI in Medicine in the Era of Large Language Models
Published in arXiv preprint arXiv:2409.18968, 2024
This review examines safety risks in medical AI during the LLM era, covering system-level safety concerns, LLM-specific issues, and the challenges of deploying trustworthy AI in clinical practice.
3D-Aware Multi-Task Learning with Cross-View Correlations for Dense Scene Understanding
Published in CVPR 2026, 2026
This paper introduces a lightweight cross-view module that injects geometric consistency into multi-task learning and improves dense scene understanding by modeling 3D-aware correlations across views.
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
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