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Learn energy quantization fast | MI physics lecture chapter 8

Struggling to understand energy quantization? In this MI Physics Lecture Chapter 8, you’ll learn the concept of energy quantization quickly and clearly with step-by-step explanations designed for ...
Semiconductor Engineering

Ultra-low-bit LLM Inference Allows AI-PC CPUs And Discrete Client GPUs To Approach High-end GPU-Level (Intel)

A new technical paper titled “Pushing the Envelope of LLM Inference on AI-PC and Intel GPUs” was published by researcher at Intel. Abstract “The advent of ultra-low-bit LLM models (1/1.58/2-bit), ...
Semiconductor Engineering

Outlier-aware Quantization Framework Co-designed With Heterogeneous NVM For SLM Deployment on Edge Platforms (UCSD et al.)

Efficient SLM Edge Inference via Outlier-Aware Quantization and Emergent Memories Co-Design” was published by researchers at University of California San Diego and San Diego State University. Abstract ...
GitHub

Bug: Multiple models at different quantization levels have same model api identifier

Multiple models at different quantization levels have same model api identifier. I am using lmstudio for running benchmarks. I have multiple models with same model and different quantization. There is ...
VentureBeat

Huawei's new open source technique shrinks LLMs to make them run on less powerful, less expensive hardware

Huawei’s Computing Systems Lab in Zurich has introduced a new open-source quantization method for large language models (LLMs) aimed at reducing memory demands without sacrificing output quality.
IEEE

Quantization-Based Jailbreaking Vulnerability Analysis: A Study on Performance and Safety of the Llama3-8B-Instruct Model

Abstract: This study systematically investigates how quantization, a key technique for the efficient deployment of large language models (LLMs), affects model safety. We specifically focus on ...
Jalopnik

Explaining The 6 Levels Of Automated Driving, And Which Ones Are Actually On U.S. Roads

If there's one piece of automotive technology that really feels more like The Future than anything else, it's the automated driving systems that have quickly proliferated across the industry. Commonly ...
blockchain

Nexa AI Enhances DeepSeek R1 Distill Performance with NexaQuant on AMD Platforms

Nexa AI introduces NexaQuant technology for DeepSeek R1 Distills, optimizing performance on AMD platforms with improved inference capabilities and reduced memory footprint. Nexa AI has announced the ...