This means you get quick, smart answers on everyday devices like phones or laptops, without needing huge computers. This unique mix of smart routing and modular AI compression could be cool thing. #AI #LLM #MachineLearning #EdgeAI #ModelCompression

🔥 Read our Highly Cited Paper 📚Stable Low-Rank CP #Decomposition for Compression of Convolutional Neural Networks Based on Sensitivity 🔗mdpi.com/2076-3417/14/4… 👨‍🔬by Chenbin Yang and Huiyi Liu 🏫Hohai University #convolutionalneuralnetworks #modelcompression

Excited to share: our paper “On Pruning State-Space LLMs” was accepted to EMNLP 2025! 🎉 Preprint: arxiv.org/abs/2502.18886 Code: github.com/schwartz-lab-N… Model: Smol-Mamba-1.9B → huggingface.co/schwartz-lab/S… w/ @MichaelHassid & @royschwartzNLP (HUJI) #Mamba #ModelCompression

Accuracy hides issues in quantized LLMs. 'Accuracy is Not All You Need' (NeurIPS 2024) shows 'flips' & KL-Divergence reveal output changes. #AI #ModelCompression #LLM

Graft and Go: How Knowledge Grafting Shrinks AI Without Shrinking Its Brain cognaptus.com/blog/2025-07-2… #AIoptimization #edgecomputing #modelcompression #knowledgetransfer #resource-constrainedAI

CommVQ (ICML ’25) shows an 8× KV-cache reduction with 2-bit quantization—and even 1-bit with only minor quality loss—letting an 8 B LLaMA-3.1 handle 128 K tokens on a single RTX 4090 (24 GB). Paper ▶︎ arxiv.org/abs/2506.18879 #ICML2025 #LLM #KVcache #ModelCompression

خلّيت الموديل يصوم: شلت ٨٠٪ من الـ neurons ورجع يكسّر الدقة القديمة. Framework: قياس – قطع – إعادة تأهيل. لما الشبكة تحس إنها وحيدة في الحلبة، كل عصب بيقاتل بجد. الكود بتاعك تقيل؟ حرّمه من السعرات وشوف الفرق. #SparseAI,#NeuralNetworks,#ModelCompression,#EdgeAI,#TechLeadership

AI model compression isn't just a technical refinement but a strategic choice that aligns cost reduction, sustainability, and operational agility with the pressing demands of today's rapidly evolving digital landscape. By @antgrasso #AI #ModelCompression #Efficiency

Think of it like "language modeling as compression." When you compress the same info to its maximum, different algorithms converge. If architectures are similar, the underlying representations should also be converging. #ModelCompression #AI

AI model compression isn't just a technical refinement but a strategic choice that aligns cost reduction, sustainability, and operational agility with the pressing demands of today's rapidly evolving digital landscape. rt @antgrasso #AI #ModelCompression #Efficiency

Introducing Nota 🇰🇷 AI model compression technology that makes deep learning models run faster with less computing power. They help companies deploy AI on mobile devices without sacrificing performance. Efficiency-focused AI innovation. #AI #ModelCompression #MobileAI

🧠💡 Cómo hacer que #ChatGPT quepa en tu bolsillo con inspiración cuántica En el #BlogdeExpertosITCL nuestro experto en #computacióncuántica nos da las claves para poder hacerlo. 📉📈 #IA #LLM #ModelCompression #TensorNetworks #ChatGPT #EdgeAI itcl.es/blog/como-hace…

📢Explore this Article: Performance Analysis of Deep Learning Model-Compression Techniques for Audio Classification on Edge Devices 🎓by Dr. Mou et al, from University of Arkansas, USA 🤔Read more: brnw.ch/21wTMS6 #modelcompression; #deeplearning; #audioclassification

15/20Learn model compression and optimization. Quantization, pruning, and distillation aren't just academic exercises - they're essential for deployment. 70B models won't run on your laptop. #ModelCompression #Quantization #EdgeDeployment

Quantization is now standard. Mistral, LLaMA 3, Phi-3, Qwen—every major open model ships quantized versions. Trade-off: slight dip in quality. Gain: huge perf boost. Most apps won’t notice the drop—but will love the speed. #OpenSourceAI #ModelCompression

Trends driving investment: – Full-stack AI (own model + UX) – Open weights + ecosystems – AI safety + red-teaming – Model compression + edge inference The thesis? Own distribution. Build trust. Run cheap. #AIstack #modelcompression #AIsafety