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Search Results - kai-chiang+wu
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Quamba2: a robust and scalable post-training quantization framework for selective state space models (SSMs)
Quamba2 highlights Supports W4A8 / W4A16 / W4AX / W8A8 for Mamba1 and Mamba2 Achieves 4x memory reduction and 3x generation speedup Enables 8B model inference on Orin Nano 8G at 13 tokens/sec Outperforms W4A8KV4 Llama3-8B in both speed and quality Background Deploying state space models (SSMs), which excel at processing long sequences but demand...
Published: 4/9/2025
|
Inventor(s):
Diana Marculescu
,
Hung-Yueh Chiang
,
Chi-Chih Chang
,
Natalia Frumkin
,
Mohamed Abdelfattah
,
Kai-Chiang Wu
Keywords(s):
Category(s):
Software > AI
,
Computer > AI/ML > Language processing
Quamba: Post-training quantization for selective state space models
Background State Space Models (SSMs) are integral to numerous advanced technologies, including natural language processing, robotics, autonomous vehicles, and edge computing systems. As these applications increasingly demand real-time processing and intelligent decision-making on devices with limited computational resources, there is a pressing...
Published: 1/23/2025
|
Inventor(s):
Diana Marculescu
,
Hung-Yueh Chiang
,
Chi-Chih Chang
,
Natalia Frumkin
,
Kai-Chiang Wu
Keywords(s):
Category(s):
Computer > AI/ML
,
Computer > AI/ML > Language processing
,
Software > AI > Machine learning
A Novel Bioactive and Digradable Magnesium-based Screw Construct for Fracture Fixation
[Licensing negotiation in progress][Invitation for Expression of Interest- Deadline: 6 January 2019]We are inviting expressions of interest (EoI) for commercializing “A Novel Bioactive and Degradable Magnesium-based Screw Construct for Fracture Fixation” technology. The innovation is developed by Professor QIN Ling, of Orthopaedics and...
Published: 10/2/2022
|
Inventor(s):
Ling QIN
,
Li Tian
,
To Ngai
,
Chi Wu
,
Kwok Sui Leung
Keywords(s):
Category(s):
Medical Devices