Time-Surface Self-Attention: Restoring Temporal Connectivity in Spiking Transformers.

@inproceedings{xiao-2026-timesurface, author = {Tiantian Xiao and Xi Wu and Hongbin Lv and Daoyuan Wang}, editor = {Stevan Rudinac and Zi Huang and Marcel Worring and Lucia Vadicamo and Xirong Li and Pascal Mettes and Lizi Liao}, title = {{Time-Surface Self-Attention: Restoring Temporal Connectivity in Spiking Transformers}}, booktitle = {{Proceedings of the 2026 International Conference on Multimedia Retrieval, ICMR 2026, Amsterdam, The Netherlands, June 16-19, 2026}}, pages = {1270--1278}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3805622.3810592}, doi = {https://doi.org/10.1145/3805622.3810592} }