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Image Credit: Arxiv

Hyper-Compression: Model Compression via Hyperfunction

  • The researchers propose a novel approach called hyper-compression for model compression.
  • Hyper-compression represents the parameters of the target network using dynamic systems as hyperfunctions.
  • This approach offers a preferable compression ratio, no post-hoc retraining, affordable inference time, and short compression time.
  • The hyper-compression method achieves close-to-int4-quantization performance with less than 1% performance drop.

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