Research
Selected work around brain-inspired AI, efficient neural computation, and robust learning systems.
All Google Scholar entries
Google Scholar Optimal ANN-SNN conversion for high-accuracy and ultra-low-latency spiking neural networks T Bu, W Fang, J Ding, PL Dai, Z Yu, T Huang arXiv preprint arXiv:2303.04347 · 2023 · Preprint 447 cites Optimized potential initialization for low-latency spiking neural networks T Bu, J Ding, Z Yu, T Huang Proceedings of the AAAI Conference on Artificial Intelligence 36 (1), 11-20 · 2022 · Conference 167 cites Reducing ANN-SNN conversion error through residual membrane potential Z Hao, T Bu, J Ding, T Huang, Z Yu Proceedings of the AAAI Conference on Artificial Intelligence 37 (1), 11-21 · 2023 · Conference 127 cites Bridging the gap between ANNs and SNNs by calibrating offset spikes Z Hao, J Ding, T Bu, T Huang, Z Yu arXiv preprint arXiv:2302.10685 · 2023 · Preprint 83 cites SNN-RAT: Robustness-enhanced spiking neural network through regularized adversarial training J Ding, T Bu, Z Yu, T Huang, J Liu Advances in Neural Information Processing Systems 35, 24780-24793 · 2022 · Conference 82 cites Rate gradient approximation attack threats deep spiking neural networks T Bu, J Ding, Z Hao, Z Yu Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition · 2023 · Conference 57 cites Red teaming deep neural networks with feature synthesis tools S Casper, T Bu, Y Li, J Li, K Zhang, K Hariharan, D Hadfield-Menell Advances in Neural Information Processing Systems 36, 80470-80516 · 2023 · Conference 46* cites Towards high-performance spiking transformers from ANN to SNN conversion Z Huang, X Shi, Z Hao, T Bu, J Ding, Z Yu, T Huang Proceedings of the 32nd ACM International Conference on Multimedia, 10688-10697 · 2024 · Conference 39 cites A progressive training framework for spiking neural networks with learnable multi-hierarchical model Z Hao, X Shi, Z Huang, T Bu, Z Yu, T Huang International Conference on Learning Representations 2024, 4925-4941 · 2024 · Conference 31 cites Enhancing adversarial robustness in SNNs with sparse gradients Y Liu, T Bu, J Ding, Z Hao, T Huang, Z Yu arXiv preprint arXiv:2405.20355 · 2024 · Preprint 27 cites Threaten spiking neural networks through combining rate and temporal information Z Hao, T Bu, X Shi, Z Huang, Z Yu, T Huang International Conference on Learning Representations 2024, 55658-55674 · 2024 · Conference 22 cites Robust decoding of rich dynamical visual scenes with retinal spikes Z Yu, T Bu, Y Zhang, S Jia, T Huang, JK Liu IEEE Transactions on Neural Networks and Learning Systems 36 (2), 3396-3409 · 2024 · Journal 22 cites Decoding pixel-level image features from two-photon calcium signals of macaque visual cortex Y Zhang, T Bu, J Zhang, S Tang, Z Yu, JK Liu, T Huang Neural Computation 34 (6), 1369-1397 · 2022 · Journal 22 cites Inference-Scale Complexity in ANN-SNN Conversion for High-Performance and Low-Power Applications T Bu, M Li, Z Yu arXiv preprint arXiv:2409.03368 · 2024 · Preprint 20* cites Differential coding for training-free ANN-to-SNN conversion Z Huang, W Fang, T Bu, P Xue, Z Hao, W Liu, Y Tang, Z Yu, T Huang arXiv preprint arXiv:2503.00301 · 2025 · Preprint 12 cites Ultrafast probabilistic neuron in an artificial spin ice for robust deep neural networks Z Liang, T Bu, Z Lyu, Z Liu, A Hrabec, L Wang, Y Dou, J Ding, P Ge, ... Advanced Functional Materials 35 (11), 2417334 · 2025 · Journal 9 cites Proxy target: Bridging the gap between discrete spiking neural networks and continuous control Z Xu, T Bu, Z Hao, J Ding, Z Yu Advances in Neural Information Processing Systems 38, 159158-159184 · 2026 · Conference 2 cites Uncertainty-Aware Token Importance Estimation in Spiking Transformers W Liu, Z Hao, T Bu, Y Wang, Z Yu arXiv preprint arXiv:2605.09276 · 2026 · Preprint new entry Activity Pruning for Efficient Spiking Neural Networks T Bu, X Shi, Z Yu Advances in Neural Information Processing Systems 38, 171134-171153 · 2026 · Conference new entry Generalized Threshold Optimization with Harmony Multi-Threshold Neurons for Accurate ANN-to-SNN Conversion W Zhang, Z Huang, T Bu, T Huang, Z Yu Proceedings of the AAAI Conference on Artificial Intelligence 40 (3), 2227-2235 · 2026 · Conference new entry PredNext: Explicit Cross-View Temporal Prediction for Unsupervised Learning in Spiking Neural Networks Y Dong, J Ding, Z Xu, T Bu, Z Yu, T Huang arXiv preprint arXiv:2509.24844 · 2025 · Preprint new entry