Hybrid Fuzzing with LLM-Guided Input Mutation and Semantic Feedback. - Shiyin Lin (CoRR, 2025)

Abductive Inference in Retrieval-Augmented Language Models: Generating and Validating Missing Premises. - Shiyin Lin (CoRR, 2025)

LLM-Driven Adaptive Source-Sink Identification and False Positive Mitigation for Static Analysis. - Shiyin Lin (CoRR, 2025)

SwiftGS: Episodic Priors for Immediate Satellite Surface Recovery. - Rong Fu; Jiekai Wu; Haiyun Wei; Xiaowen Ma; Shiyin Lin; Kangan Qian; Chuang Liu; Jianyuan Ni; Simon James Fong (CoRR, 2026)

ProtoFlow: Mitigating Forgetting in Class-Incremental Remote Sensing Segmentation via Low-Curvature Prototype Flow. - Jiekai Wu; Rong Fu; Chuangqi Li; Zijian Zhang; Guangxin Wu; Hao Zhang; Shiyin Lin; Jianyuan Ni; Yang Li; Dongxu Zhang; Amir H. Gandomi; Simon Fong 001; et al. (CoRR, 2026)