2 papers
cs.AI2026
MSP: Modality Self-Play for Training Multimodal LLMs Without Paired Cross-Modal Data
Robert Moseley, Md Kaykobad Reza, Ameya Patil +2
Large multimodal models have achieved remarkable progress by scaling model capacity and training on massive paired multimodal data. However, this paradigm introduces a fundamental…
cs.LG2026
SSAM: Singular Subspace Alignment for Merging Multimodal Large Language Models
Md Kaykobad Reza, Ameya Patil, Edward Ayrapetian +1
Multimodal large language models (MLLMs) achieve strong performance by jointly processing inputs from multiple modalities, such as vision, audio, and language. However, building su…