Global ETD Search

Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.

Results

Showing 1 to 4 of 4 for “"Neural Network Quantization"”.

  1. LightMARL : smart swarm coordination in urban spaces

    … To improve computation, the framework utilizes neural network quantization, structured pruning, and knowledge distillation tailored for multi-agent policy optimization (MAPPO). These methods decrease model size and computational demands while maintaining essential coordination behaviors. To …

    texas Repository record for LightMARL : smart swarm coordination in urban spaces (opens in a new tab)

  2. TwinDNN: A tale of two deep neural networks

    Compression technologies for deep neural networks (DNNs), such as weight quantization, have been widely investigated to reduce the model size so that they can be implemented on hardware with strict resource restrictions. However, one major disadvantage of model compression is accuracy degradation. …

    uiuc Repository record for TwinDNN: A tale of two deep neural networks (opens in a new tab)

  3. Adaptive model inference under computational resource constraints

    Submission published under a 24 month embargo labeled 'Closed Access', the embargo will last until 2024-05-01

    uiuc Repository record for Adaptive model inference under computational resource constraints (opens in a new tab)