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Anggeng Li

3 accepted papers

2024

Auto-Prox: Training-Free Vision Transformer Architecture Search via Automatic Proxy Discovery

AAAI 2024technical

The substantial success of Vision Transformer (ViT) in computer vision tasks is largely attributed to the architecture design. This underscores the necessity of efficient architecture search for designing better ViTs automatically. As training-based architecture search methods are computationally in…

2024

DetKDS: Knowledge Distillation Search for Object Detectors

ICML 2024poster

In this paper, we present DetKDS, the first framework that searches for optimal detection distillation policies. Manual design of detection distillers becomes challenging and time-consuming due to significant disparities in distillation behaviors between detectors with different backbones, paradigms…

2023

KD-Zero: Evolving Knowledge Distiller for Any Teacher-Student Pairs

NeurIPS 2023poster

Knowledge distillation (KD) has emerged as an effective technique for compressing models that can enhance the lightweight model. Conventional KD methods propose various designs to allow student model to imitate the teacher better. However, these handcrafted KD designs heavily rely on expert knowle…

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