#Lnn
I recently chanced upon the paper, "Deep, Differentiable Logic Gate Networks", Petersen (2022). It describes the Logical Neural Network, whose neurons are 2-input, 1-output #logic gates. The whole network is but a #combinational #circuit, so the trained network can readily be synthesised on #FPGA. Fancy that! And given the simplicity and sparsity of an FPGA-borne LNN, it runs a couple of orders of magnitude faster than a GPU-borne DNN, and consumes an order of magnitude less power, yet able to attain a comparable task accuracy.
https://arxiv.org/pdf/2210.08277
The seminal paper on LNN is this: "Logical Neural Networks", Riegel (2020).
https://arxiv.org/pdf/2006.13155
This paper below, "Logic Neural Networks for Efficient FPGA Implementation", Ramírez (2024), is a good companion paper to read, too.
https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10746856
NB—The Logical Neural Network #LNN is not related to the Binary Neural Network #BNN. The BNN is a binarised (read, "crude") approximation of a conventional, real-valued DNN (yielding 1-bit activations and weights). The LNN, in contrast, has no weights at all on the wires that connect the gates and the activation functions are the inherently non-linear logic operations.
🚨 New post about the cybersecurity challenges of adopting or implementing AI based on Liquid Neural Networks.
Check it out here:
🔗 https://paolozaino.wordpress.com/2025/02/11/ai-the-security-challenges-of-liquid-neural-networks/
#TechNews #AI #LNN #CyberSecurity #DeepLearning #Rust #ArtificialIntelligence #MachineLearning #AIResearch #NeuralNetworks #TechBlog #AICommunity #AIApplications #AIInnovation #AITrends #AIInsights #AIAdvancements #zLNN
After receiving so many questions about my #zLNN and how #LiquidNeuralNetworks work, I’ve decided to start publishing articles to help people better understand LNNs. Check the first one out here:
#AI #ArtificialIntelligence #MachineLearning #DeepLearning #LNN #LiquidAI #LiquidNeuralNetwork #Rust
AlphaProteo generates novel
proteins for biology and health research
On Apple Podcasts
https://podcasts.apple.com/ca/podcast/heliox-where-evidence-meets-empathy/id1769969487?i=1000673161642
Heliox Podcast ( subscribe so you do not miss an episode )
https://podcasts.apple.com/ca/podcast/heliox-where-evidence-meets-empathy/id1769969487
Subscribe to "Heliox" on your favourite podcast provider.
#LNN #LiquidNeuralNetworks #RaminHasani #DanielaRus #AI #Recognition #Compensation #Durability #Economics #NewEconomy #Dynamic #ML
As opposed to transformer based models, Liquid Neural Networks use less memory, are able to handle data arriving at irregular intervals and most importantly can even give us a glimpse of why the model behaves as it does. And now they seem to have been outperforming some #SOTA models...
London News Network/Carlton end caption (1998).
🎉 I've have prepared a comprehensive presentation page for my #zLNN (Zed Liquid Neural Network). It’s packed with info and provides a sneak peek into the API and the roadmap. 📈
All tests are succeeding, and the accuracy is now optimal!
Dive into the details of the library here:
https://tinyurl.com/bdd7zknm
Feedback welcome!
#MachineLearning #AI #NeuralNetworks #RustLang #TechInnovation #DeepLearning #TechUpdates #ArtificialIntelligence #Coding #DeveloperCommunity #OpenSource #Cybersecurity #LNN
London News Network Production for LWT caption.
#TVCaptionTime
#LondonNewsNetwork
#LNN
#LondonWeekendTelevision
#LWT
London News Network/Carlton caption (1998).
London News Network Production for LWT caption, from the regional programme "Capital Gains".
#TVCaptionTime
#LondonNewsNetwork
#LNN
#LondonWeekendTelevision
#LWT
London News Network/LWT caption (2000).
Featuring the LNN web address - changed times.
#TVCaptionTime
#LondonNewsNetwork
#LNN
#LondonWeekendTelevision
#LWT
London News Network Production for Carlton caption (1995).
London News Network Production for LWT caption, from the regional programme "X".
#TVCaptionTime
#LondonNewsNetwork
#LNN
#LondonWeekendTelevision
#LWT
London News Network Production for LWT caption (c. 1999-2000).
#TVCaptionTime
#LondonNewsNetwork
#LNN
#LondonWeekendTelevision
#LWT
London News Network Production for LWT caption (1994).
#TVCaptionTime
#LondonNewsNetwork
#LNN
#LondonWeekendTelevision
#LWT
London News Network Production for Carlton caption. (1994).
#attack is #counterattack of #LNN.
I also need to be researching and writing more about multi-modal #causal #DigitalTwins in these contexts, especially with the advent of liquid neural networks #LNN within the realm of truly #Bayesian neural networks using empirical Bayes and weighted Bayesian variables for a priori similarity of engineering and technical parameters expressed as directed acyclic graphs #DAG within the digital twins of the #SensAE and interactions/dependencies of neighboring sensor analytics ecosystems
Träden i svenska städer
Vilka träd som är vanliga i svenska parker och alléer varierar från stad till stad. I Stockholm är de vanligaste träden lönn, oxel och björk. Göteborg har en helt annan sammansättning vad det gäller parkträden med parklind som det överlägset vanligaste trädet och därefter alm och vanlig lind. Malmö har en betydlig större blan
https://blog.zaramis.se/2023/08/12/traden-i-svenska-stader/
#Gteborg #Malm #Stockholm #Gatutrd #Lind #Lnn #Oxel #Parker #Parktrd #Stadstrd