@inproceedings{kwon2026ondeviceml, author = {Kwon, Young D.}, title = {Efficient On-Device Intelligence: From Continual Adaptation to Generative AI on Edge Devices}, year = {2026}, isbn = {9798400727115}, publisher = {Association for Computing Machinery}, address = {New York, NY, USA}, url = {https://doi.org/10.1145/3812835.3814808}, doi = {10.1145/3812835.3814808}, booktitle = {Proceedings of the 24th Annual International Conference on Mobile Systems, Applications and Services Companion}, pages = {86–87}, numpages = {2}, keywords = {efficient ML, generative AI, LLM acceleration, diffusion model compression, continual learning, test-time adaptation, speculative decoding, mobile systems, edge computing, IoT}, location = {University of Cambridge, Cambridge, United Kingdom}, series = {MobiSys Companion '26} }