TRINE: A Token-Aware, Runtime-Adaptive FPGA Inference Engine for Multimodal AI

Hyunwoo Oh, Hanning Chen, Sanggeon Yun +5

Multimodal stacks that mix ViTs, CNNs, GNNs, and transformer NLP strain embedded platforms because their compute/memory patterns diverge and hard real-time targets leave little sla…