Declarative Residual Network for Robust Facial Expression Recognition. - Ruikai Cui; Josephine Plested; Jiaxu Liu 001 (ICONIP (4), 2020)

Facial Expression Recognition In The Wild Using Bidirectional Convolutional Neural Network. - Jiaxu Liu 001 (ICAIIC, 2021)

Symplectic Structure-Aware Hamiltonian (Graph) Embeddings. - Jiaxu Liu 001; Xinping Yi; Tianle Zhang; Xiaowei Huang 001 (CoRR, 2023)

ReRoGCRL: Representation-based Robustness in Goal-Conditioned Reinforcement Learning. - Xiangyu Yin; Sihao Wu; Jiaxu Liu 001; Meng Fang; Xingyu Zhao 001; Xiaowei Huang 001; Wenjie Ruan (CoRR, 2023)

Representation-Based Robustness in Goal-Conditioned Reinforcement Learning. - Xiangyu Yin; Sihao Wu; Jiaxu Liu 001; Meng Fang; Xingyu Zhao 001; Xiaowei Huang 001; Wenjie Ruan (AAAI, 2024)

DeepGRE: Global Robustness Evaluation of Deep Neural Networks. - Tianle Zhang; Jiaxu Liu 001; Yanghao Zhang; Ronghui Mu; Wenjie Ruan (ICASSP, 2024)

PRASS: Probabilistic Risk-averse Robust Learning with Stochastic Search. - Tianle Zhang; Yanghao Zhang; Ronghui Mu; Jiaxu Liu 001; Jonathan E. Fieldsend; Wenjie Ruan (IJCAI, 2024)

Continuous Geometry-Aware Graph Diffusion via Hyperbolic Neural PDE. - Jiaxu Liu 001; Xinping Yi; Sihao Wu; Xiangyu Yin; Tianle Zhang; Xiaowei Huang 001; Shi Jin 002 (ECML/PKDD (3), 2024)

Tiny Refinements Elicit Resilience: Toward Efficient Prefix-Model Against LLM Red-Teaming. - Jiaxu Liu 001; Xiangyu Yin; Sihao Wu; Jianhong Wang; Meng Fang; Xinping Yi; Xiaowei Huang 001 (CoRR, 2024)

Robust RL with LLM-Driven Data Synthesis and Policy Adaptation for Autonomous Driving. - Sihao Wu; Jiaxu Liu 001; Xiangyu Yin; Guangliang Cheng; Xingyu Zhao 001; Meng Fang; Xinping Yi; Xiaowei Huang 001 (CoRR, 2024)

Integrating Object Detection Modality into Visual Language Model for Enhanced Autonomous Driving Agent. - Linfeng He; Yiming Sun; Sihao Wu; Jiaxu Liu 001; Xiaowei Huang 001 (CoRR, 2024)

DeepHGCN: Toward Deeper Hyperbolic Graph Convolutional Networks. - Jiaxu Liu 001; Xinping Yi; Xiaowei Huang 001 (IEEE Trans. Artif. Intell., 2024)