🔥 New paper at #ICML2025 (Oral)! “Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation” We introduce CSR – fast, sparse, adaptive. ✅ No retraining ✅ Better accuracy ✅ Flexible inference 🎤 Oral: Wed 3:45PM @ West Hall C 🖼 Poster: #E-1705, 4:30–7PM 📄 Paper: icml.cc/virtual/2025/oral/47… 💻 Code: github.com/neilwen987/CSR_Ad… Sparse is back. Let’s talk. 🧠⚡️ #SparseCoding #DeepLearning #RepresentationLearning #ML

✈️🇸🇬 to #ICLR 2025 🔥🔥🔥 at the iconic city of #Singapore participating in The Thirteenth International Conference on Learning Representations, one of the 4 main #machinelearning #ai conferences worldwide, with Dr @josesanchezhb This year with promissing Invited talks by @dawnsongtweets Song-Chun Zhu @danqi_chen @zicokolter @YiMaTweets @_rockt and 44 workshops, 3827 papers, orals, posters, socials and many more, featuring @SchmidhuberAI @SLapuschkin @lifu_huang @Yoshua_Bengio @sea_snell @wellingmax @svlevine @pabbeel to name a very limited few Thanks to the ICLR organizers: @yisongyue @cvondrick @yuqirose @animesh_garg @orussakovsk @pcastr @francescazfl @savvyRL @fredahshi @SchwinnLeo Jonas Köhler and many others, including the 10s of sponsors like: @Microsoft @AIatMeta @Google @amazon @Oracle @Huawei @Apple @UnitreeRobotics and many others for making it possible one more year. See you all! PD: We will be hosting two @_Qubic_ AGI dinners on the 24th & 25th seats are very limited but DM if you are interested #Artificialntelligence #AI #AGI #RepresentationLearning #FeatureLearning #UnsupervisedLearning #SemiSupervisedLearning #SupervisedLearning #MetricLearning #KernelLearning #SparseCoding #DimensionalityExpansion #HierarchicalModels #OptimalTransport #DeepLearningTheory #Planning #ReinforcementLearning #ComputerVision #NLP #AudioProcessing #SpeechRecognition #Robotics #Neuroscience #Biology #ClimateScience #Sustainability #Fairness #AIethics #Safety #Privacy #Interpretability #ExplainableAI #Visualization #Optimization #TheEndOfKnowledge #Artificiology

AI Helps Explain What the Brain Finds Memorable | Psychology Today Read more psychologytoday.com/us/blog/… #Yale Researchers use #AI to help unravel #neuroscience mystery. #innovation .@PsychToday .@Yale #machinelearning #deeplearning #sparsecoding #dcnn #memory #future #brain

But this is only true from the perspective of a focal computation, right? If lots of stuff is being processed in parallel, then sparsecoding is less of an energetic problem?

Neural networks that learn like humans - based on interaction & very weak supervision. Results show action oriented encoding. by Viviane Clay @vkakerbeck , @konigpeter , KU Kühnberger & @PipaGordon doi.org/10.1016/j.neunet.202… #ReinforcementLearning #DeepLearning #sparsecoding

A preprint on how to exploit sparse coding to train neural networks with incomplete data is now available at ArXiV: lnkd.in/eu_XPis #machinelearning #incompletedata #sparsecoding An international collaboration between @ccaiafa @jsolec @QibinZhao and Ziyao Wang

Our preprint on how to exploit sparse coding to train neural networks with incomplete data is now available at ArXiV: arxiv.org/abs/2011.14047 #machinelearning #incompletedata #neuralnetworks #sparsecoding

Our recent model study now full text online: eneuro.org/content/7/2/ENEUR… How is #sparsecoding achieved in the #mushroombody of #Drosophila and other insects? Where is the odor trace? We study generic mechanisms supporting temporal and population sparseness in neural systems.

Our new pre-print: A model of foraging flight in insects combines #sparsecoding in the #mushroombody with rapid learning through single MBON plasticity resembling a spiking ML method. We identify the role of temporal KC sparseness in memory recall. biorxiv.org/content/10.1101/…

@dancalian's Phd thesis is posted! discovery.ucl.ac.uk/id/eprin… incl. unpublished #Spherical #SparseCoding and #3dPrinted #Voxel #LightProbes @VEIV_Centre @uclcs @DisneyResearch @jankautz @timweyrich @iainmatthews @jflalondeqc many years work #AugmentedReality Congrats again!

What if the primary learning rule of sensory networks is just "holy shit this is awful please make it stop" and the rest of the brain just learns to make sense of what's left? #sparsecoding

Dear @halleberry , we found the Halle Berry neuron in an artificial intelligence neural network! See our research here. Deep Sparse Coding for Invariant Multimodal Halle Berry Neurons. #ai #machinelearning #sparsecoding arxiv.org/abs/1711.07998

#CyberSecurity: #Sparsecoding and #anomalydetection by @cybersiftIO medium.com/towards-data-scie…

#Memristor #ImageProcessor Uses #SparseCoding to See spectrum.ieee.org/tech-talk/… via @IEEESpectrum

#SparseCoding #MachineLearning #AI #Algorithm #python #programming #DataScience #analytics #dataviz #resources

Enjoyed @ryan_p_adams's intro to #SparseCoding on @TlkngMchns. New to my #NLProc-centric view of #MachineLearning. #InterpretabilityMatters

"Towards Improving Top-N Recommendation by Generalization of SLIM" our poster accepted #recsys2015 web.ing.puc.cl/~dparra/pdfs/… #sparsecoding