2 papers
cs.PF2026
Characterizing VLA Models: Identifying the Action Generation Bottleneck for Edge AI Architectures
Manoj Vishwanathan, Suvinay Subramanian, Anand Raghunathan
Vision-Language-Action (VLA) models are an emerging class of workloads critical for robotics and embodied AI at the edge. As these models scale, they demonstrate significant capabi…
cs.CV2023
Input Compression with Positional Consistency for Efficient Training and Inference of Transformer Neural Networks
Amrit Nagarajan, Anand Raghunathan
Transformers have rapidly increased in popularity in recent years, achieving state-of-the-art performance in processing text, images, audio and video. However, Transformers present…