See AI-overview for brief descriptions of fundamental AI research
Adversarial Attack Evaluation:
- LAFIT: Efficient anLAFIT: Efficient and Reliable Evaluation of Adversarial Defenses with Latent Features, TPAMI, 2023
- MORA: Improving Ensemble Robustness Evaluation with Model Reweighing Attack, NeurIPS 2022
- Efficient Loss Function by Minimizing the Detrimental Effect of Floating-Point Errors on Gradient-Based Attacks, CVPR’2023
- LAFEAT: Piercing Through Adversarial Defenses with Latent Features, CVPR’2021 (oral presentation)
Transfer Learning:
- RIFLE: Backpropagation in Depth for Deep Transfer Learning through Re-Initializing the Fully-connected LayEr. ICML 2020: 6010-6019
- Improving Bert Fine-Tuning via Stabilizing Cross-Layer Mutual Information, ICASSP’2023
- SMILE: Sample-to-feature Mixup for Efficient Transfer Learning, Transactions on Machine Learning Research, 2023
- Knowledge Distillation with Attention for Deep Transfer Learning of Convolutional Networks. ACM Trans. Knowl. Discov. Data 16(3), 2022
- Boosting Active Learning via Improving Test Performance, AAAI 2022
- Adaptive Consistency Regularization for Semi-Supervised Transfer Learning. CVPR 2021
- Pay Attention to Features, Transfer Learn Faster CNNs. ICLR 2020
Model Pruning and Compression:
- Dynamic channel pruning: feature boosting and suppression, ICLR 2019
- Focused Quantization for Sparse CNNs. NeurIPS 2019: 5585-5594
- FPGA Implementation for CNN acceleration, FTS’2019 [HW/SW co-design for model inference]
- SpHMC: Spectral Hamiltonian Monte Carlo, AAAI, 2019.
Federated Learning:
- FedDC: Federated Learning with Non-IID Data via Local Drift Decoupling and Correction, CVPR 2022
- Adaptive Channel Sparsity for Federated Learning under system heterogeneity, CVPR2023
Reinforcement Learning and Multiagent:
- Model-free λ-policy iteration for discrete-time linear quadratic regulation, TNNLS’2023
- Adaptive Fuzzy Leader-Follower Synchronization of Constrained Heterogeneous Multiagent Systems. IEEE Trans. Fuzzy Syst. 30(1): 205-219 (2022)
- Robust Actor-Critic Learning for Continuous-Time Nonlinear Systems With Unmodeled Dynamics. IEEE Trans. Fuzzy Syst. 30(6): 2101-2112 (2022)