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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…
cs.LG2024★ 1 cited
MMP: Towards Robust Multi-Modal Learning with Masked Modality Projection
Niki Nezakati, Md Kaykobad Reza, Ameya Patil +2
Multimodal learning seeks to combine data from multiple input sources to enhance the performance of different downstream tasks. In real-world scenarios, performance can degrade sub…