PrimaEdge

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authored 4 papers 4 months ago

FedMef: Towards Memory-efficient Federated Dynamic Pruning

Paper • 2403.14737 • Published Mar 21, 2024

Sherry: Hardware-Efficient 1.25-Bit Ternary Quantization via Fine-grained Sparsification

Paper • 2601.07892 • Published Jan 12 • 5

AngelSlim: A more accessible, comprehensive, and efficient toolkit for large model compression

Paper • 2602.21233 • Published Feb 7 • 3

Exploring the AI Obedience: Why is Generating a Pure Color Image Harder than CyberPunk?

Paper • 2603.00166 • Published Feb 26

authored a paper 9 months ago

Tequila: Trapping-free Ternary Quantization for Large Language Models

Paper • 2509.23809 • Published Sep 28, 2025 • 4

authored a paper over 1 year ago

PRIMA.CPP: Speeding Up 70B-Scale LLM Inference on Low-Resource Everyday Home Clusters

Paper • 2504.08791 • Published Apr 7, 2025 • 141

authored a paper almost 2 years ago

TPI-LLM: Serving 70B-scale LLMs Efficiently on Low-resource Edge Devices

Paper • 2410.00531 • Published Oct 1, 2024 • 33

authored a paper over 2 years ago

Distributed Pruning Towards Tiny Neural Networks in Federated Learning

Paper • 2212.01977 • Published Dec 5, 2022 • 1