Local AI Model Optimization: A Guide to Quantizing Models from 15GB to 4.7GB In today’s data-driven world, the efficiency of AI models is paramount. One technique that has proven effective in enh...
#Machine #Learning #ai #model #quantization #llama.cpp #llama.cpp #quantization #llm […]
See you at #EACL2026 in Rabat 🕌!
#UKPLab #NLProc #ResponsibleAI #Quantization #MLSafety #Fairness #TrustworthyAI #ModelCompression #LLMSafety #EthicalAI #NLP #AIResearch @cs-tudarmstadt.bsky.social @proloewe.bsky.social
On the impact of the parametrization of deep convolutional neural networks on post-training quant...
Samy Houache, Jean-François Aujol, Yann Traonmilin
Action editor: Ali Ramezani-Kebrya
https://openreview.net/forum?id=GPs0RA7jxD
#quantization #cnn #quantized
Google's TurboQuant Cuts LLM Memory 6x With Zero Loss
awesomeagents.ai/news/google-turboquant-k...
#Google #Quantization #KvCache
#openSUSE just released Cavil-Qwen3.5-4B; an #opensource AI model that automates #legal compliance checks for #software licenses and copyright notices. Runs on modest hardware thanks to #GGUF #quantization. #AI #Linux news.opensuse.org/2026/03/16/o...
📰 Taalas Achieves Breakthrough with Llama 3.1 8B at 17,000 Tokens/Second
Taalas, a Canadian hardware startup, has achieved a breakthrough by ...
ghost-production-f388.up.railway.app/taalas-achieves-breakthr...
#AIHardware #Llama31 #Quantization
LO-BCQ: Locally Optimal Block Clustered Quantization for 4-bit (W4A4) LLM Inference
Reena Elangovan, Charbel Sakr, Anand Raghunathan, Brucek Khailany
Action editor: Yunhe Wang
https://openreview.net/forum?id=loWISTqGwW
#quantization #quantizing #blocks
Accumulator-Aware Post-Training Quantization for Large Language Models
Ian Colbert, Giuseppe Franco, Fabian Grob, Jinjie Zhang, Rayan Saab
Action editor: Jundong Li
https://openreview.net/forum?id=p6l0579yj7
#quantization #quantizing #multiplications
PASCAL: Precise and Efficient ANN- SNN Conversion using Spike Accumulation and Adaptive Layerwise...
Pranav Ramesh, Gopalakrishnan Srinivasan
Action editor: Di He
https://openreview.net/forum?id=kIdB7Xp1Iv
#quantization #spiking #imagenet
Oscillations Make Neural Networks Robust to Quantization
Jonathan Wenshøj, Bob Pepin, Raghavendra Selvan
Action editor: Tatiana Likhomanenko
https://openreview.net/forum?id=bPwcJ0nkDC
#quantization #imagenet #regularizer
Adaptive Mesh Quantization for Neural PDE Solvers
Winfried van den Dool, Maksim Zhdanov, Yuki M Asano, Max Welling
Action editor: Fred Roosta
https://openreview.net/forum?id=NN17y897WG
#mesh #meshes #quantization
FP4DiT: Towards Effective Floating Point Quantization for Diffusion Transformers
Ruichen Chen, Keith G. Mills, Di Niu
Action editor: Naigang Wang
https://openreview.net/forum?id=CcnH4mSQbP
#quantization #transformer #convolutional
Config parsing works. The Python script becomes better and better.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
While adding an argparser and a configparser to my Python Pop Art script I am playing around with the settings. Original, Lab, RGB and color mapping result..
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
64 x 64 tiles results in something like noise.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
Collage with a tiling of 16 x 16 images. This is somehow senseless, but works.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
One can get the stuff I developed for creating stunning PopArt images at Copus.
www.copus.io/work/67edcd1...
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization #Copus
The best images presented as collage 4 by 4.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
The best images presented as collage 3 by 3.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
I wrote a Bash script. Selected the best images. And created a collage using ImageMagick.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
Weired puppy Popart.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
Portrait in Popart.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
Portrait in Popart.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
Cartoon tiger in Popart.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchange #quantization
My first real Popart filter is finished in its first version for now.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchanging
New approach for creating Popart images. Color reduction. In this case down to 16. Then exchanging each of the 16 colors. Put all together to a new image.
#Popart #collage #image #images #color #colors #quantization #colorreduction #colorexchanging
Quantifying the Quality-Size Trade-off in LLM Quantization: A Systematic Benchmark of Mistral-7B An empirical analysis of perplexity degradation across quantization levels reveals optimal deploymen...
#model-optimization #quantization #mlops #large-language-models #machine-learning
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