Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models

Puneet Mathur, Manan Suri, Dinesh Manocha

Omnimodal language models (OLMs) enable unified audio-visual understanding, but processing long joint token sequences makes inference computationally prohibitive. While recent toke…