#modelcompression نتائج البحث
🔥 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
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
Today's #PerfiosAITechTalk talks about how #ModelCompression can be used for efficient on-device runtimes. #NeuralNetworks #Datascience #ML #AI
Model compression in ICCLOUD! 8 - bit Quantization cuts memory by 75%, Weight Pruning reduces compute by 50%. Save resources! #ModelCompression #Resources
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. Microblog by @antgrasso #AI #ModelCompression #Efficiency…
The four common #ModelCompression techniques: 1) Quantization 2) Pruning 3) Knowledge distillation 4) Lower rank matrix factorization. What does your experience point you toward? #NeuralNetworks #DataScience #PerfiosAITechTalk
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
What do you mean by #ModelCompression? The answer is here, courtesy #NeuralNetworks expert @bsourav29 #PerfiosAITechTalk
📢 Our paper "Quantifying Knowledge Distillation Using Partial Information Decomposition" will be presented at #AISTATS2025 on May 5th, Poster Session 3! Our work brings together #modelcompression and #explainability through the lens of #informationtheory Link:…
Accuracy hides issues in quantized LLMs. 'Accuracy is Not All You Need' (NeurIPS 2024) shows 'flips' & KL-Divergence reveal output changes. #AI #ModelCompression #LLM
Introducing QDP Studio—a modest yet practical framework for deep learning model compression that combines quantization, pruning, and decomposition. #DeepLearning #ModelCompression Link : github.com/jaicdev/QDPStu…
Very happy to give a talk titled "BERT, Compression and Applications" for the Autonomous Driving Center at Xpeng Motors (en.xiaopeng.com, 小鹏汽车)! Efficient AI techniques like #ModelCompression, #FewShotDistillation will greatly improve autonomous driving technology.
How #AI can give you a Life after death. . .? An interesting thread #modelcompression mirror.xyz/dashboard/edit… 1/4
RT Model Compression: A Look into Reducing Model Size dlvr.it/RqDnWR #machinelearning #modelcompression #tinyml #deeplearning
What is #ModelCompression in #AI? #Infographic by @antgrasso #ArtificialIntelligence #MachineLearning #NeuralNetworks #DeepLearning #AIResearch #DataScience cc: @jeffkagan @SpirosMargaris @jblefevre60 @CES
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. Microblog by @antgrasso #AI #ModelCompression #Efficiency
📖 I'm exploring ICLR 2025 accepted papers on model compression! Here’s my curated reading list on Model Compression & Training Efficiency: github.com/nanguoyu/ICLR2… Let me know if you have recommendations! 🚀 #ICLR2025 #AI #ModelCompression
🔍 New Blog Alert! Dive deep into the fascinating journey of AI model compression in Part VII: From Vision to Understanding - The Birth of Attention, written by Ateeb Taseer. ➡️ Read the full blog now 👉 s.mtrbio.com/ewdstjvwye #AI #ModelCompression #AttentionMechanisms
RT How to adapt a multilingual T5 model for a single language dlvr.it/Rz5ltX #nlp #transformers #modelcompression #machinelearning #t5
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
🚀 OptiPFair v0.2.0 is out! New: Data-driven width pruning for LLMs 📊 Use your data to guide pruning 🎯 Better preservation of domain knowledge pip install --upgrade optipfair Docs: peremartra.github.io/optipfair/ #LLM #ModelCompression #AI
The tech behind this is #AI and #modelcompression - Which I will explore in my next thread . 4/4
How #AI can give you a Life after death. . .? An interesting thread #modelcompression mirror.xyz/dashboard/edit… 1/4
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
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
When @heyelsaAi brings scalable speech AI, @antix_in compresses models to the extreme, and @SentientAGI pushes cognitive boundaries— you don’t just get smaller models. You get smarter, faster, and more accessible intelligence. #AI #ModelCompression #AGI #bb27 #CharlieKirkshot
🔥 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
cognaptus.com
Graft and Go: How Knowledge Grafting Shrinks AI Without Shrinking Its Brain
A novel approach called knowledge grafting allows AI models to be drastically slimmed down while improving generalization, enabling deployment in resource-constrained environments.
💡 Dynamic Quantization isn’t just compression. It’s context-aware model tuning. Why run a full 8-bit matrix multiply when a 5-bit op would do? @TheoriqAI is giving models a sixth sense — and saving compute for the rest of us. #EdgeAI #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
AI model compression tools reduce size by 60%. Deploy on edge devices, scaling from cloud to IoT. @PublicAIData #ModelCompression #EdgeScaling
🔥 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
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
Today's #PerfiosAITechTalk talks about how #ModelCompression can be used for efficient on-device runtimes. #NeuralNetworks #Datascience #ML #AI
The four common #ModelCompression techniques: 1) Quantization 2) Pruning 3) Knowledge distillation 4) Lower rank matrix factorization. What does your experience point you toward? #NeuralNetworks #DataScience #PerfiosAITechTalk
🧪 Subnetwork-only tuning outperforms full finetuning on many tasks. DPO: +1.6% PRIME: +2.4% Especially at higher difficulty levels. 📊 #ModelCompression #RLforLLMs
What do you mean by #ModelCompression? The answer is here, courtesy #NeuralNetworks expert @bsourav29 #PerfiosAITechTalk
What is #ModelCompression in #AI? #Infographic by @antgrasso #ArtificialIntelligence #MachineLearning #NeuralNetworks #DeepLearning #AIResearch #DataScience cc: @jeffkagan @SpirosMargaris @jblefevre60 @CES
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. Microblog by @antgrasso #AI #ModelCompression #Efficiency…
See you at #ICLR2025! ⭐ 📝 You Only Prune Once: Designing Calibration-Free Model Compression With Policy Learning 👥 Ayan Sengupta, Siddhant Chaudhary (@sid_codetalker7), Tanmoy Chakraborty (@Tanmoy_Chak) 💾 Code: github.com/LCS2-IIITD/Pru… #ModelCompression #NLProc
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
RT Model Compression: A Look into Reducing Model Size dlvr.it/RqDnWR #machinelearning #modelcompression #tinyml #deeplearning
RT How to adapt a multilingual T5 model for a single language dlvr.it/Rz5ltX #nlp #transformers #modelcompression #machinelearning #t5
Model compression in ICCLOUD! 8 - bit Quantization cuts memory by 75%, Weight Pruning reduces compute by 50%. Save resources! #ModelCompression #Resources
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. Microblog by @antgrasso #AI #ModelCompression #Efficiency
Policy Compression for Intelligent Continuous Control on Low-Power Edge Devices mdpi.com/1424-8220/24/1… #modelcompression #softactor #edgecomputing
Accuracy hides issues in quantized LLMs. 'Accuracy is Not All You Need' (NeurIPS 2024) shows 'flips' & KL-Divergence reveal output changes. #AI #ModelCompression #LLM
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
🔥New Research by Mr. Cesar Pachon, Prof. Diego Renza and Prof. Dora Ballesteros: "Is My Pruned Model Trustworthy? PE-Score: A New CAM-Based Evaluation Metric" @lamilitar #deeplearning #modelcompression #pruning #trustworthy #SeNPIS Access for Free: mdpi.com/2504-2289/7/2/…
RT A Variational Information Bottleneck (VIB) Based Method to Compress Sequential Networks for Human… dlvr.it/S6CRw3 #modelcompression #edgecomputing #sparsity #lstm #neuralnetworks
New paper online: Our colleagues investigate the effects of model compression on CNNs in their conference paper. Read more about it:➡️ publica.fraunhofer.de/documents/N-64… #ai #modelcompression #deeplearning #research
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