DeepSeek’s conditional memory fixes silent LLM waste: GPU cycles lost to static lookups

Through systematic experiments DeepSeek found the optimal balance between computation and memory with 75% of sparse model ...
IEEE

Dynamic Queuing for Approximate Fairness in Programmable Shared Memory Switches

Abstract: To ensure fair bandwidth allocation for diverse application flows from data centers, effective bandwidth management in switches is critical. Modern switches often adopt shared memory ...
IEEE

DNN Partitioning, Task Offloading, and Resource Allocation in Dynamic Vehicular Networks: A Lyapunov-Guided Diffusion-Based Reinforcement Learning Approach

Abstract: The rapid advancement of Artificial Intelligence (AI) has introduced Deep Neural Network (DNN)-based tasks to the ecosystem of vehicular networks. These tasks are often computation-intensive ...