Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared…
When Foresight Pruning Meets Zeroth-Order Optimization: Efficient Federated Learning for Low-Memory Devicesby Pengyu Zhang, Yingjie…
Regime Learning for Differentiable Particle Filtersby John-Joseph Brady, Yuhui Luo, Wenwu Wang, Victor Elvira, Yunpeng…
FreeBind: Free Lunch in Unified Multimodal Space via Knowledge Fusionby Zehan Wang, Ziang Zhang, Xize…
Switchable Decision: Dynamic Neural Generation Networksby Shujian Zhang, Korawat Tanwisuth, Chengyue Gong, Pengcheng He, Mingyuan…
QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Servingby Yujun Lin, Haotian Tang, Shang…
Acceleration Algorithms in GNNs: A Surveyby Lu Ma, Zeang Sheng, Xunkai Li, Xinyi Gao, Zhezheng…
Green Tsetlin Redefining Efficiency in Tsetlin Machine Frameworksby Sondre Glimsdal, Sebastian Østby, Tobias M. Brambo,…
Federated Learning for Collaborative Inference Systems: The Case of Early Exit Networksby Caelin Kaplan, Angelo…
Out-of-Distribution Adaptation in Offline RL: Counterfactual Reasoning via Causal Normalizing Flowsby Minjae Cho, Jonathan P.…