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#adapter-tuning News & Analysis

2 articles tagged with #adapter-tuning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv โ€“ CS AI ยท Mar 47/102
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DMTrack: Spatio-Temporal Multimodal Tracking via Dual-Adapter

Researchers introduce DMTrack, a novel dual-adapter architecture for spatio-temporal multimodal tracking that achieves state-of-the-art performance with only 0.93M trainable parameters. The system uses two key modules - a spatio-temporal modality adapter and a progressive modality complementary adapter - to bridge gaps between different modalities and enable better cross-modality fusion.

AIBullisharXiv โ€“ CS AI ยท Mar 176/10
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AdapterTune: Zero-Initialized Low-Rank Adapters for Frozen Vision Transformers

AdapterTune introduces a new method for efficiently fine-tuning Vision Transformers by using zero-initialized low-rank adapters that start at the pretrained function to prevent optimization instability. The technique achieves +14.9 point accuracy improvement over head-only transfer while using only 0.92% of parameters needed for full fine-tuning.