Cut 90% of Fine-Tuning Cost—Still Beat Baselines on Text and Vision Benchmarks Post date September 9, 2025 Post author By Model Tuning Post categories In adapter-tuning, hypernetwork, multi-head-attention, multimodal-transfer-learning, parameter-efficient-tuning, prefix-tuning, pretrained-language-models, vision-and-language-tasks
Dataset Splits, Vision Encoder, and Hyper-PELT Implementation Details Post date September 9, 2025 Post author By Model Tuning Post categories In adapter-tuning, hypernetwork, multi-head-attention, multimodal-transfer-learning, parameter-efficient-tuning, prefix-tuning, pretrained-language-models, vision-and-language-tasks
One Tiny Hypernetwork to Rule All Tasks and Modalities Post date September 9, 2025 Post author By Model Tuning Post categories In adapter-tuning, hypernetwork, multi-head-attention, multimodal-transfer-learning, parameter-efficient-tuning, prefix-tuning, pretrained-language-models, vision-and-language-tasks
Cut Fine-Tuning Cost: Adapt LMs to Multi-Modal Tasks with <1% New Params Post date September 9, 2025 Post author By Model Tuning Post categories In adapter-tuning, hypernetwork, multi-head-attention, multimodal-transfer-learning, parameter-efficient-tuning, prefix-tuning, pretrained-language-models, vision-and-language-tasks
When Experts Disagree, Let UNIPELT Decide Post date August 12, 2025 Post author By Model Tuning Post categories In adapter-tuning, gating-mechanisms, glue-benchmark, language-model-tuning, low-rank-adaptation, parameter-efficient-tuning, prefix-tuning, unipelt-framework
Experimental Evaluation of UNIPELT: Robust Gains Over Fine-Tuning and Individual PELT Methods Post date August 12, 2025 Post author By Model Tuning Post categories In adapter-tuning, gating-mechanisms, glue-benchmark, language-model-tuning, low-rank-adaptation, parameter-efficient-tuning, prefix-tuning, unipelt-framework
The Tuning Trifecta: UNIPELT’s Gated Symphony of BitFit, Adapter, and Prefix-Tuning Post date August 12, 2025 Post author By Model Tuning Post categories In adapter-tuning, gating-mechanisms, glue-benchmark, language-model-tuning, low-rank-adaptation, parameter-efficient-tuning, prefix-tuning, unipelt-framework
Combining PELT Methods with Gating: How UNIPELT Delivers Robust LM Tuning Across Tasks Post date August 12, 2025 Post author By Model Tuning Post categories In adapter-tuning, gating-mechanisms, glue-benchmark, language-model-tuning, low-rank-adaptation, parameter-efficient-tuning, prefix-tuning, unipelt-framework
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