🏢 Dalian University of Technology
Wasserstein Distance Rivals Kullback-Leibler Divergence for Knowledge Distillation
·2875 words·14 mins·
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Computer Vision
Image Classification
🏢 Dalian University of Technology
Wasserstein Distance-based Knowledge Distillation (WKD) rivals KL-divergence by leveraging rich category interrelations and handling non-overlapping distributions, significantly boosting performance i…
Not Just Object, But State: Compositional Incremental Learning without Forgetting
·2423 words·12 mins·
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Computer Vision
Image Classification
🏢 Dalian University of Technology
CompILer: A novel prompt-based incremental learner mastering state-object compositions without forgetting, achieving state-of-the-art performance.
Long-range Brain Graph Transformer
·2187 words·11 mins·
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AI Applications
Healthcare
🏢 Dalian University of Technology
ALTER, a novel brain graph transformer, leverages long-range dependencies to achieve state-of-the-art accuracy in neurological disease diagnosis.
LLMs Can Evolve Continually on Modality for X-Modal Reasoning
·2222 words·11 mins·
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Multimodal Learning
Multimodal Reasoning
🏢 Dalian University of Technology
PathWeave: A novel framework enabling Multimodal LLMs to continually evolve on modality, achieving comparable state-of-the-art performance with 98.73% less training burden!