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https://openreview.net/forum?id=KRVnpTbx7R DiVeQ: Differentiable Vector Quantization Using the Reparameterization Trick | OpenReview Vector quantization is common in deep models, yet its hard assignments block gradients and hinder end-to-end training. We propose DiVeQ, which treats... differentiablevectorquantizationusingtrick https://research.ibm.com/publications/optimized-one-bit-quantization-for-adapted-gmm-based-speaker-verification Optimized one-bit quantization for adapted GMM-based speaker verification for INTERSPEECH 2007 -... Optimized one-bit quantization for adapted GMM-based speaker verification for INTERSPEECH 2007 by Ivy H. Tseng et al. https://isprs-annals.copernicus.org/articles/X-G-2025/519/2025/isprs-annals-X-G-2025-519-2025.html ISPRS-Annals - Lightweight Road Environment Segmentation using Vector Quantization isprs annalslightweightroadenvironmentsegmentation https://open.library.ubc.ca/cIRcle/collections/48630/items/1.0043222 Quantization phenomena for solutions of conformally invariant problems - UBC Library Open... Learning, knowledge, research, insight: welcome to the world of UBC Library, the second-largest academic research library in Canada. for solutionsquantizationphenomena https://www.amd.com/de/developer/resources/technical-articles/open-source-quantization-with-advanced-data-formats.html Open-source Quantization with Advanced Data Formats Advanced data formats and quantization techniques help optimize AI models on AMD hardware, improving performance and power efficiency. open sourceadvanced dataquantizationformats https://support.apple.com/en-lk/guide/logicpro-ipad/lpipefbedbd7/ipados EVOC 20 TrackOscillator pitch quantization in Logic Pro for iPad - Apple Support (LK) Learn how to use the Logic Pro for iPad EVOC 20 TrackOscillator pitch correction parameters. logic pro for ipad https://kr.mathworks.com/help/images/ref/imquantize.html imquantize - Quantize image using specified quantization levels and output values - MATLAB This MATLAB function quantizes image A using specified quantization values contained in the N-element vector levels. quantizeimageusing https://ieeetv.ieee.org/ondemand/just-noticeable-quantization-levels-for-high-dynamic-range-images JUST NOTICEABLE QUANTIZATION LEVELS FOR HIGH DYNAMIC RANGE IMAGES | IEEETV high dynamic rangenoticeablequantizationlevelsimages https://pure.psu.edu/en/publications/combined-source-channel-vector-quantization-using-deterministic-a/ Combined Source-Channel Vector Quantization Using Deterministic Annealing - Penn State combinedsourcechannelvectorquantization https://support.apple.com/en-ae/guide/logicpro/lgcp35029a2b/mac Logic Pro for Mac advanced quantization parameters - Apple Support (AE) In the Logic Pro for Mac Region inspector, you can use advanced quantization parameters to quantize regions with greater precision. logic profor macapple supportadvancedquantization https://support.apple.com/en-uz/guide/logicpro/lgcp85359792/mac Override display quantization in the Score Editor in Logic Pro for Mac - Apple Support (UZ) In Logic Pro for Mac, use hidden tuplets to display specific notes in the Score Editor at a different value than the default quantization value. https://support.apple.com/en-ke/guide/logicpro-ipad/lpip7cb52579/ipados Pitch Correction effect quantization in Logic Pro for iPad - Apple Support (KE) Learn how to use the Logic Pro for iPad Pitch Correction effect Normal and Low options to set the pitch range to scan for notes that need correction. logic pro for ipadpitch correction https://www.tensorflow.org/versions/r2.10/api_docs/python/tf/quantization/fake_quant_with_min_max_vars tf.quantization.fake_quant_with_min_max_vars | TensorFlow v2.10.1 Fake-quantize the 'inputs' tensor of type float via global float scalars https://matpitka.blogspot.com/2021/03/support-for-quantization-of-planck.html TGD diary: Support for the quantization of Planck constant from the decays of heavy nuclei https://research.monash.edu/en/publications/on-the-robustness-of-algebraic-stbcs-to-coefficient-quantization/ On the robustness of algebraic STBCs to coefficient quantization - Monash University on therobustnessalgebraic https://www.scirp.org/journal/paperinformation?paperid=112335 Elementary Particles Result from Space-Time Quantization Explore our groundbreaking theory that extends the standard model of particle physics by combining relativity and quantum mechanics. Discover the concept of a... elementary particlesfrom spaceresulttimequantization https://unsloth.ai/docs/blog/quantization-aware-training-qat Quantization-Aware Training (QAT) | Unsloth Documentation Quantize models to 4-bit with Unsloth and PyTorch to recover accuracy. quantizationawaretrainingqatunsloth https://cordis.europa.eu/project/id/42212/reporting/es Dynamical quantum groups, deformation quantization of Lie bialgebroids and integrable systems in... Latest report summary quantum groups https://uk.mathworks.com/matlabcentral/answers/27582-how-to-do-the-quantization-of-the-wavelet-coefficients how to do the quantization of the wavelet coefficients ? - MATLAB Answers - MATLAB Central how to do the quantization of the wavelet... Learn more about image processing, matlab, wavelet, transform MATLAB how to doquantization https://drum.lib.umd.edu/items/83a9ddfa-af8c-4dfa-9dd6-7068f30d2061 Quantization of causal diamonds in (2+1)-gravity We develop the non-perturbative reduced phase space quantization of causal diamondsin (2+1)-dimensional gravity with a nonpositive cosmological constant. The... quantizationcausaldiamondsgravity https://pubchem.ncbi.nlm.nih.gov/patent/EP-0319684-A3 Display system for color image quantization - Patent EP-0319684-A3 - PubChem EP-0319684-A3 chemical patent summary. display systemcolorimage https://kth.diva-portal.org/smash/record.jsf?pid=diva2:1885672 Analysis of Quantization Noise Suppression Gains in Digital Phased Arrays noise suppressionin digitalanalysisquantizationgains https://nuit-blanche.blogspot.com/2009/06/cs-quantization-for-compressed-sensing.html?showComment=1245977452504 Nuit Blanche: CS: Quantization for Compressed Sensing Reconstruction, Optimal Quantization of... A blog about Compressive Sensing, Computational Imaging, Machine Learning. Using priors to avoid the curse of dimensionality arising in Big Data. nuit blanchecompressed sensingcsquantizationreconstruction https://galileo.phys.virginia.edu/classes/252/Angular_Momentum/Angular_Momentum.html Angular Momentum Quantization angular momentumquantization https://music.arts.uci.edu/dobrian/maxcookbook/max-live-quantization Max For Live Quantization | Max Cookbook max for livequantizationcookbook https://www.tensorflow.org/model_optimization/guide/combine/cqat_example?authuser=1 Cluster preserving quantization aware training (CQAT) Keras example | TensorFlow Model Optimization clusterpreservingquantizationawaretraining https://infoscience.epfl.ch/entities/publication/8705f459-443f-42cc-bbd8-fd79a703d50d A Fundamental Limit of Distributed Hypothesis Testing Under Memoryless Quantization We consider a distributed binary hypothesis testing setup where multiple nodes send quantized information to a central processor, which is oblivious to the... hypothesis testingfundamentallimitdistributedquantization https://se.mathworks.com/help/fixedpoint/ref/errpdf.html errpdf - Probability density function of quantization error - MATLAB This MATLAB function returns the probability density function f evaluated at the values in x. probability density functionquantizationerrormatlab https://webinars.sw.siemens.com/es-ES/neural-network-quantization-for-low-power/ Neural Network Quantization for Low-Power | Siemens This webinar will describe how to use Qkeras and High-Level Synthesis to produce a bespoke quantized CNN accelerator, and compares the accuracy, power,... neural networklow powerquantizationsiemens https://support.apple.com/en-mk/guide/logicpro-ipad/lpipefbedbd7/ipados EVOC 20 TrackOscillator pitch quantization in Logic Pro for iPad - Apple Support (MK) Learn how to use the Logic Pro for iPad EVOC 20 TrackOscillator pitch correction parameters. logic pro for ipad https://arxiv.org/html/2507.12196v1 Selective Quantization Tuning for ONNX Models selectivequantizationtuningonnxmodels https://nrc-publications.canada.ca/eng/view/object/?id=fea97c89-ad6b-4696-8a2f-147e402bcf38 Aggregated learning: a vector-quantization approach to learning neural network classifiers - NRC... 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You need to provide a model ID,... hugging face spacequantizationopenvino https://arxiv.org/abs/2206.00709 [2206.00709] Quantization of algebraic invariants through Topological Quantum Field Theories Abstract page for arXiv paper 2206.00709: Quantization of algebraic invariants through Topological Quantum Field Theories quantum fieldquantizationalgebraic https://nuit-blanche.blogspot.com/2015/11/circulants-in-neural-networks.html Nuit Blanche: Circulants in Neural Networks, Randomized Skeleton, Quantization based Fast Inner... A blog about Compressive Sensing, Computational Imaging, Machine Learning. Using priors to avoid the curse of dimensionality arising in Big Data. nuit blancheneural networks https://codestraveler.netlify.app/spin-operators-in-second-quantization.html Spin Operators In Second Quantization - CODESTRAVELER.NETLIFY.APP spinoperatorssecondquantizationnetlify https://arxiv.org/abs/1208.4052 [1208.4052] Conformally equivariant quantization for spinning particles Abstract page for arXiv paper 1208.4052: Conformally equivariant quantization for spinning particles for spinningquantizationparticles https://repository.arizona.edu/handle/10150/623916?show=full Redshift Quantization in the Lyman-alpha Forest and the Measurement of qo in theredshiftquantizationlyman https://experts.arizona.edu/en/publications/stability-of-normal-form-digital-filters-with-twos-complement-qua/ Stability of normal form digital filters with two's complement quantization - University of Arizona https://quic.github.io/aimet-pages/releases/latest/tutorials/notebooks/torch/quantization/bn_reestimation.html Quantization-Aware Training with BatchNorm Re-estimation - AIMET quantizationawaretrainingestimation https://research.ibm.com/publications/challenges-in-post-training-quantization-of-vision-transformers Challenges in post-training quantization of Vision Transformers for KDD 2023 - IBM Research Challenges in post-training quantization of Vision Transformers for KDD 2023 by Piotr Sebastian Kluska et al. https://www.ccdc.ucsb.edu/publications/13285 High-volume data hiding in images: Introducing perceptual criteria into quantization based... high volume https://www.mathworks.com/help/fixedpoint/quantization.html Quantization - MATLAB & Simulink Precision, range, and scaling of fixed-point data types quantizationmatlabsimulink https://arxiv.org/abs/1603.02753v1 [1603.02753v1] Symplectic and Poisson derived geometry and deformation quantization Abstract page for arXiv paper 1603.02753v1: Symplectic and Poisson derived geometry and deformation quantization symplecticpoissonderivedgeometrydeformation https://www.earthdata.nasa.gov/es/data/catalog/ges-disc-airx3qpm-006 AIRS/Aqua L3 Monthly Quantization in Physical Units (AIRS+AMSU) 5 degrees x 5 degrees V006... AIRS/Aqua L3 Monthly Quantization in Physical Units (AIRS+AMSU) 5 degrees x 5 degrees V006 (AIRX3QPM) at GES DISC https://www.tensorflow.org/versions/r2.1/api_docs/python/tf/quantization/quantize_and_dequantize?authuser=2 tf.quantization.quantize_and_dequantize | TensorFlow v2.1.0 tfquantizationquantizetensorflow https://xuebao.sjtu.edu.cn/sjtu_en/EN/10.1007/s12204-011-1181-9 Time-Varying Delay and Quantization Error Abstract: Problems related to fault detection of networked cont... timedelayquantizationerror https://leimao.github.io/blog/AWQ-Activation-Aware-Weight-Quantization/ AWQ: Activation-Aware Weight Quantization - Lei Mao's Log Book Jan 1, 2025 - Same Performance as Group-Wise Weight-Only Quantization But with Better Accuracy awqactivationawareweightquantization https://research.ibm.com/publications/learned-step-size-quantization Learned Step Size Quantization for ICLR 2020 - IBM Research Learned Step Size Quantization for ICLR 2020 by Steven K. Esser et al. learnedstepsizequantizationiclr https://tensorflow.google.cn/model_optimization/api_docs/python/tfmot/quantization/keras/default_8bit/default_8bit_transforms/Conv2DBatchNormQuantize tfmot.quantization.keras.default_8bit.default_8bit_transforms.Conv2DBatchNormQuantize | TensorFlow... Transform to be applied to "Conv2D" + "BatchNorm" Graph. quantizationkerasdefaulttransformstensorflow https://arxiv.org/abs/1911.12990 [1911.12990] Semi-Relaxed Quantization with DropBits: Training Low-Bit Neural Networks via Bit-wise... Abstract page for arXiv paper 1911.12990: Semi-Relaxed Quantization with DropBits: Training Low-Bit Neural Networks via Bit-wise Regularization https://sscs.ieee.org/tag/quantization/ quantization Archives - IEEE Solid-State Circuits Society solid statequantizationarchivesieeecircuits https://tensorflow.google.cn/model_optimization/api_docs/python/tfmot/quantization/keras/experimental/default_n_bit/default_n_bit_transforms/LayerReLUQuantize tfmot.quantization.keras.experimental.default_n_bit.default_n_bit_transforms.LayerReLUQuantize |... 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Minev et al. npj quantum information https://build.nvidia.com/spark/nvfp4-quantization NVFP4 Quantization | DGX Spark Quantize a model to NVFP4 to run on Spark using TensorRT Model Optimizer quantizationdgxspark https://abletonkurse.teachable.com/courses/abletondrummerenglish/lectures/178071 04b Midi notes recording - quantization | abletonkurse recording, live-looping, jamming, audio effects, click-track, creating sounds, midi remote, control lights with drums, connect e-drum with computer Course... midinotesrecordingquantization https://www.tensorflow.org/model_optimization/guide/combine/pqat_example?authuser=1 Pruning preserving quantization aware training (PQAT) Keras example | TensorFlow Model Optimization pruningpreservingquantizationawaretraining https://scholarspace.manoa.hawaii.edu/items/8aac8dc9-e5e4-41c9-bc1f-adc048ed384b Adaptive image and video compression using vector quantization and self-organizing neural networks image and video https://iptc.upm.es/publications/effect-of-phase-quantization-on-shaped-near-fieldpatterns-in-reconfigurable-intelligent-surfaces/ Effect of Phase Quantization on Shaped Near-FieldPatterns in Reconfigurable Intelligent Surfaces -... https://scholars.duke.edu/publication/684448 Scholars@Duke publication: Chiral anomaly and the rational quantization of the Hall conductance and the https://developers.weixin.qq.com/miniprogram/en/dev/framework/open-ability/inference/tutorial_int8.html 8bit Quantization Usage Guide | Weixin public doc the doc for Weixin develoers usage guidequantizationweixinpublicdoc https://arxiv.org/abs/1212.1265v1 [1212.1265v1] Loop quantization of spherically symmetric midisuperspaces and loop quantum geometry... Abstract page for arXiv paper 1212.1265v1: Loop quantization of spherically symmetric midisuperspaces and loop quantum geometry of the maximally extended... spherically symmetricloopquantization https://jp.mathworks.com/help/deep-learning-hdl/deep-learning-fixed-point-quantization.html?s_tid=CRUX_topnav Deep Learning INT8 Quantization - MATLAB & Simulink Calibrate, validate, and deploy quantized pretrained series deep learning networks deep learningquantizationmatlabsimulink https://it.mathworks.com/help/deep-learning-hdl/deep-learning-fixed-point-quantization.html?s_tid=CRUX_lftnav Deep Learning INT8 Quantization - MATLAB & Simulink Calibrate, validate, and deploy quantized pretrained series deep learning networks deep learningquantizationmatlabsimulink https://geoquant2007.mi-ras.ru/ Geometry and Quantization 2007 geometryquantization https://research.birmingham.ac.uk/en/publications/generalized-learning-riemannian-space-quantization-a-case-study-o/ Generalized Learning Riemannian Space Quantization: a Case Study on Riemannian Manifold of SPD... a case study https://arxiv.org/abs/1802.00150 [1802.00150] Alternating Multi-bit Quantization for Recurrent Neural Networks Abstract page for arXiv paper 1802.00150: Alternating Multi-bit Quantization for Recurrent Neural Networks alternatingmultibitquantizationrecurrent https://portal.fis.tum.de/en/publications/quantization-loss-reduction-for-1-bit-boc-positioning/ Quantization-loss reduction for 1-bit BOC positioning - Technical University of Munich https://researchportalplus.anu.edu.au/en/publications/anomalous-conductance-quantization-in-the-inter-band-gap-of-a-one/ Anomalous conductance quantization in the inter-band gap of a one-dimensional channel - The... https://www.math.uci.edu/node/34503 Quantization and Algebra | UCI Mathematics quantizationalgebraucimathematics https://nuit-blanche.blogspot.com/2009/06/cs-quantization-for-compressed-sensing.html?showComment=1244793275324 Nuit Blanche: CS: Quantization for Compressed Sensing Reconstruction, Optimal Quantization of... A blog about Compressive Sensing, Computational Imaging, Machine Learning. Using priors to avoid the curse of dimensionality arising in Big Data. nuit blanchecompressed sensingcsquantizationreconstruction https://arxiv.org/abs/1405.0408v1 [1405.0408v1] Quantization of interface currents Abstract page for arXiv paper 1405.0408v1: Quantization of interface currents quantizationinterfacecurrents https://research.tue.nl/nl/publications/scaling-up-quantization-aware-neural-architecture-search-for-effi/ Scaling Up Quantization-Aware Neural Architecture Search for Efficient Deep Learning on the Edge -... https://nl.mathworks.com/help/fixedpoint/ref/errvar.html errvar - Variance of quantization error - MATLAB This MATLAB function returns the variance of a uniformly distributed random quantization error that arises from quantizing a signal by quantizer object q. variancequantizationerrormatlab https://cg4games.csc.ncsu.edu/2013/07/spotted-adaptive-quantization.html Advanced CG for Games @ NCSU: Spotted: Adaptive Quantization Visibility Caching Building adaptive visibility query structures for shadowing and other applications. --- // published on Computer Graphics Forum // v... for gamesadvancedcgncsuspotted https://www.qualcomm.com/research/artificial-intelligence/papers-with-code/paper-5 Understanding and Overcoming the Challenges of Efficient Transformer Quantization | Research Paper... An AI transformer is an architecture developed in order to solve certain problems in language understanding such as translation, text-to-speech conversion etc. the challengesunderstandingovercoming https://itmp.msu.ru/en/mscgeometry/courses/bv-quantization Batalin-Vilkovisky Quantization quantization https://en.wikipedia.org/wiki/Quantization_(sound_processing) Quantization (signal processing) - Wikipedia signal processingquantizationwikipedia https://www.techtarget.com/hub/asset/1770613033_855 Cut AI inference costs: Quantization and sparsity guide | Content Hub Optimizing AI inference reduces costs, latency, and boosts throughput. Techniques like quantization and sparsity cut compute needs, while runtimes like vLLM... ai inferenceguide contentcutcostsquantization https://nl.mathworks.com/discovery/quantization.html What Is Quantization? | How It Works & Applications - MATLAB & Simulink Learn how to explore and analyze the effects of quantization. Resources include videos, examples, and documentation covering quantization. how it workswhat isquantizationapplicationsmatlab https://blog.tensorflow.org/2020/04/quantization-aware-training-with-tensorflow-model-optimization-toolkit.html?authuser=2&%3Bhl=it&hl=it Quantization Aware Training with TensorFlow Model Optimization Toolkit - Performance with Accuracy... The TensorFlow blog contains regular news from the TensorFlow team and the community, with articles on Python, TensorFlow.js, TF Lite, TFX, and more. model optimizationquantizationawaretrainingtensorflow https://arxiv.org/abs/hep-th/9212115 [hep-th/9212115] Higher Algebraic Structures and Quantization Abstract page for arXiv paper hep-th/9212115: Higher Algebraic Structures and Quantization algebraic structureshepthhigherquantization https://www.mpim-bonn.mpg.de/node/13265 Towards non-perturbative quantization and the mass gap problem for the Yang-Mills Field | Max... https://quic.github.io/aimet-pages/releases/2.3.0/examples/torch/quantization/qat_range_learning.html Quantization-aware training with range learning - AIMET quantizationawaretrainingrangelearning https://www.tensorflow.org/versions/r2.15/api_docs/python/tf/compat/v1/quantization?authuser=19 Module: tf.compat.v1.quantization | TensorFlow v2.15.0.post1 Public API for tf._api.v2.quantization namespace moduletfcompatquantizationtensorflow https://research.nvidia.com/publication/2019-12_instant-quantization-neural-networks-using-monte-carlo-methods Instant Quantization of neural networks using Monte Carlo Methods | Research We propose Monte Carlo methods to leverage both sparsity and quantization to compress gradients of neural networks throughout training. On top of reducing the... monte carlo methodsneural networksinstantquantizationusing https://impact.ornl.gov/en/publications/quantization-of-surface-charge-density-on-hyperboloidal-and-parab/ Quantization of surface charge density on hyperboloidal and paraboloidal domains with application... surface charge density https://iris.cnr.it/handle/20.500.14243/327124 Quantization of entropy in a quasi-two-dimensional electron gas in atwo dimensionalquantizationentropyquasi https://arxiv.org/abs/2203.08080 [2203.08080] Implicit Feature Decoupling with Depthwise Quantization Abstract page for arXiv paper 2203.08080: Implicit Feature Decoupling with Depthwise Quantization implicitfeaturedecouplingquantization https://developer.nvidia.com/blog/optimizing-flux-1-kontext-for-image-editing-with-low-precision-quantization/ Optimizing FLUX.1 Kontext for Image Editing with Low-Precision Quantization | NVIDIA Technical Blog Jul 24, 2025 - FLUX.1 Kontext, the recently released model from Black Forest Labs, is a fascinating addition to the repertoire of community image generation models. https://www.mathworks.com/help/fixedpoint/quantization.html?s_tid=CRUX_topnav Quantization - MATLAB & Simulink Precision, range, and scaling of fixed-point data types quantizationmatlabsimulink https://arxiv.org/abs/chao-dyn/9611009 [chao-dyn/9611009] Penumbra diffraction in the quantization of concave billiards Abstract page for arXiv paper chao-dyn/9611009: Penumbra diffraction in the quantization of concave billiards in thechaodynpenumbradiffraction