… Smartphones foreshadow this future by employing many accelerators concurrently, but unlike a
Swiss Army knife these accelerators often operate in parallel using separately developed …

… In AMS, multiple Deep Neural Networks execute in parallel on heterogeneous AI accelerators.
An emerging paradigm called Accelerator Level Parallelism (ALP) suggests managing …

… is the accelerator level parallelism (ALP) [15]. This new kind of parallelism seeks to execute
… accelerators concurrently, thus exploiting parallelism at the accelerator level. However, co-…

… This new era in computer architecture brings a new paradigm called Accelerator Level
Parallelism (ALP). In ALP, accelerators are used concurrently to provide unprecedented levels of …

… of a new concept: Accelerator-Level Parallelism (ALP). Any accelerator can be a parallel
structure, but now we are faced with the parallel operation of several accelerators on the same …

… Thus, we need to propose accelerator level parallelism for the deployed multiple accelerators.
… We are focusing to design an accelerator level parallelism to reduce the communication of …

… In this Viewpoint and in Figure 1, we assert that another major parallelism level is
emerging: Accelerator-Level Parallelism (ALP). We define ALP as the parallelism of workload …

… In conclusion, the transition from singular Instruction-Level Parallelism to diverse hybrid
parallel computing marks a pivotal evolution in the realm of high-performance processing. The …

… We propose a programmable array-of-cores IMC architecture designed to support flexible
parallelism for opti… In addition to the MAC-level efficiency and throughput, the accelerator-level …

… We develop multiple parallel buffers to handle the iteration contour rather than buffering the
… and perform the processing in parallel without conflict. Second, the parallel execution can be …