NetKet @NetKetOrg
NetKet is an open-source project for the study of many-body quantum systems with artificial neural networks and machine learning techniques. netket.org Joined April 2018-
Tweets43
-
Followers706
-
Following13
-
Likes36
Among others, this release includes BoseHubbard in Jax, generalized Slater determinants, a stable Parallel Tempering sampler, timing utilities, and much more! 2/2
NetKet 3.12 is out, check the release notes here github.com/netket/netket/… ! Special thanks to @philipVinc @Polytechnique and Clemens Giuliani @cqs_lab @EPFL_en for the hard work to make this possible. 1/2
🌟🚀 2023's Top Papers on Neural Quantum States! A year of many innovative approaches blending ML with quantum science. Here are my top picks: 1. Fast Quantum Natural Gradient (SR), our favorite optimizer, now scaling linearly for small batch sizes bit.ly/41FDnp1 2. Fidelity with variance-reduced estimators, and projected tVMC without bias bit.ly/41upA4J 3. Excited states with an extended-space determinant trick bit.ly/3NCOjhi 4. Neural Pfaffians in continuous space for electron pairing and more bit.ly/3GV2xqa 5. Generalized Neural Wave Functions for chemistry bit.ly/3NCOvx2 6. Free-Energy optimization for dense hydrogen bit.ly/3Ryz2zt 📈 Overall, we have seen incredible progress on hard benchmarks, and NQS are the most accurate techniques now available for many ground-state problems: e.g., the electron gas bit.ly/3NCkugN, the J1-J2 model bit.ly/3NCd0dW, and much more bit.ly/3NDMtgp. Most of the methodological developments above are available or will be available shortly in netket.org, so make sure to check it out and discover the future of NQS with @NetKetOrg ! #NeuralQuantumStates #ML4Science #TopPicks2023
NetKet 3.10 is out. Many new features, bug fixes and improvements! Full release notes here github.com/netket/netket/…
@NetKetOrg 3.10 is out! This release is probably our largest to date, and the highlights include a blazing-fast natural gradient- VMC optimiser that works with millions of NN parameters, PySCF integration to build the electronic hamiltonians, better documentation and more!
We had a very productive @cqs_lab group retreat last week, enjoying the beauty of southern Italy (Greek temples, pizzas, and buffaloes included) and discussing quantum physics, @NetKetOrg and more!
It's time for another brand new @NetKetOrg tutorial! This week, thanks to @pgabbo0 of @cqs_lab @EPFL, we explore bosonic systems in continuous space: first, a 3D harmonic oscillator and then 1D confided particles with Gaussian interactions, using a DeepSet NQS netket.readthedocs.io/en/latest/tuto…
Started in 2018, NetKet @NetKetOrg was the first open-source library for machine learning and many-body quantum physics ever released, and we are proud to see it being used by an increasing number of researchers! With version 3 (released in 2021 thanks to the efforts of many and coordinated by @philipVinc @cqs_lab @EPFL), NetKet has acquired many new functionalities, some of which are less known, including support for systems in continuous space, fermions, dynamics, and much more. In fact, it is the only library with full support for essentially all of the applications of neural quantum states across domains, from lattice spin models to the electron gas. To help discover all these fantastic functionalities, we are progressively releasing new Tutorials. We start today with a new Tutorial on Lattice fermions, from Slater determinants to Neural Backflow. Have a look here to learn how to treat strongly interacting lattice fermions with fermionic NQS: netket.readthedocs.io/en/latest/tuto… Finally, thank you @JannesNys for implementing the much-needed support for lattice fermions used (also) in this Tutorial!
2022 has been a fantastic year for @cqs_lab: we deployed neural quantum states to accurately study many-body systems at vastly different scales, from superfluid Helium to Neutron Stars; @NetKetOrg 3.0 was released; new hybrid ML-quantum algos were introduced. Stay tuned for 2023!
Looks like Galactica knows how to use NetKet to train a neural quantum state, that's good news :) @NetKetOrg galactica.org/?prompt=how+do…
The NetKet 3 manuscript is finally published in @scipost_dot_org Codebases (manuscript here scipost.org/SciPostPhysCod…). Check the great thread below by our lead developer @philipVinc to learn more! 👇👇
The @NetKetOrg 3 manuscript has been published in @SciPost_Physics Codebases! scipost.org/SciPostPhysCod… This goes in tandem with the new version 3.5 release! Supported by @gppcarleo @cqs_lab, contributors from @EPFL_en @maxplanckpress @UniofOxford @UTAustin @UNALOficial @UZH_en
@philipVinc from @EPFL is introducing @NetKetOrg, taking a Neural Network approach to quantum physics problems.
Check this out, NetKet is part of the #UnitaryHack 2022 !
#UnitaryHack 2022 (June 3-17) Hackathon Project‼️ Netket 🧰 (@NetKetOrg): The Machine-Learning toolbox for Many-Body Quantum Physics: Neural-Network Quantum states and much more. Learn more: unitaryhack.dev/projects/netke… Sign up now!➡️: unitaryhack.dev/signup/
Now happening in Toulouse: @philipVinc and Damian Hofmann, the perfect duo to give a NetKet tutorials on ground state properties @NetKetOrg @cqs_lab @EPFL_en @maxplanckpress mlqmb.sciencesconf.org/program
CONF: me and @JannesNys (@cqs_lab) are organising a workshop on Quantum and Classical Variational algorithms for quantum systems. "Variational Learning Quantum Matter" will be hosted at the @EPFL_en Bernoulli Center in Lausanne, 4-8 July 2022. mlquantum.org
Glad to advertise a summer school (April 4-8) on Machine Learning techniques for Quantum Many-Body Physics, in Toulouse, France. The school will feature several lectures and tutorials on NetKet. Deadline for registrations is March 8! mlqmb.sciencesconf.org @gppcarleo @philipVinc
Thank you to @philipVinc @JannesNys @vladimirphy @gppcarleo and many more of our developers
The NetKet team is proud to present a new pre-print, describing the main features, theory, benchmarks and more of JAX-based NetKet 3! Supported by @cqs_lab, contributors from @EPFL_en @maxplanckpress @UniofOxford @UTAustin @UNALOficial @UZH_en, here: arxiv.org/abs/2112.10526
vote now!
@NetKetOrg retweet me: How would you like the time-evolution driver of NetKet to be named? It will work with real/imaginary time unitary dynamics (TDVP), lindblad dynamics, variational states + monte-carlo sampling, variational states without sampling.
Live tutorial on @NetKetOrg (especially on symmetries and unitary dynamics) by @philipVinc youtu.be/Ryz-o71tuy8 (3/4)
mpi4jax is the library that netket uses to exploit multi CPU-GPU parallelism under MPI and XLA/Jax. Developed by netket's lead developer @philipVinc @cqs_lab and by Dion Häfner @uni_copenhagen, it is now published in JOSS (@JOSS_TheOJ) joss.theoj.org/papers/10.2110…
Giuseppe Carleo @gppcarleo
6K Followers 1K Following Associate professor of computational quantum science (@EPFL_en @cqs_lab). ML for quantum; quantum computing; growing the @NetKetOrg.
Jens Eisert @jenseisert
30K Followers 6K Following Scientist, professor of quantum physics at @FU_Berlin and affiliated with @HZBde and @FraunhoferHHI. @ERC_Research fellow.
Andreas Wallraff @AndreasAtETH
42K Followers 8K Following Research and education in #physics with a focus on #quantum #computing, #communication and #sensing with team @qudev @ETH_en. Director of the @ETHQuantumCntr.
Annabelle Bohrdt @aBohrdt
4K Followers 402 Following Theoretical physicist @uni_regensburg and @MCQST_cluster, machine learning, strongly correlated systems & quantum simulation
Miles Stoudenmire @MStoudenmire
2K Followers 664 Following Research scientist at Flatiron Institute (@FlatironInst). Developing ITensor software (@ITensorLib) and tensor network methods. Opinions are my own.
Juan Felipe Carrasqui... @carrasqu
3K Followers 1K Following Associate professor of computational physics @ETH_en 🇨🇴🇨🇦
Machine Learning: Sci... @MLSTjournal
9K Followers 10K Following A multidisciplinary, #openaccess journal devoted to the application and development of #machinelearning for the sciences. Published by @IOPPublishing.
Guglielmo Mazzola @GuglielmoMazzo3
988 Followers 213 Following Assistant Professor of Computational Physics @uzh_en Associate Editor @PRX_Quantum Formerly @ UniTN, SISSA Trieste, ETH Zurich, IBM Quantum.
Pierre-Francois Loos @TitouLoos
2K Followers 2K Following Theoretical chemist @CNRS @LCPQ_UMR5626 interested in excited states and developing @quantum_package #compchem #ercCoG
Lei Wang @wangleiphy
1K Followers 2K Following Computational quantum physics ∩ Machine learning. Researcher at Chinese Academy of Sciences
Diego García-Martín @DiegoGM_quantum
953 Followers 481 Following Postdoc at Johannes Kepler University Linz, working on quantum algorithms and quantum computation | Editor at @quantumjournal
Paola Gori-Giorgi @paolagorigiorgi
2K Followers 752 Following electrons | lover of DFT | Microsoft Research & professor of theoretical and mathematical chemistry (VU Amsterdam) | views my own |EN/NL/IT/FR (also mix)
Ujjwal (Ulysses) Sehr... @ujjwaltz
10 Followers 2K Following An ü-adic soliton travelling along the undulating curls of space-time-matter ab initio immemorabilli ad infinitum
whyamihere @whyamih22479861
1 Followers 65 Following
AI @D_L_CS
0 Followers 86 Following
Host4Asia @saatwikchatkara
2 Followers 70 Following 20 year old digital marketing/ web design agency
yash_sai @Itisyashu
17 Followers 546 Following
Panda forever @lxj1370491
22 Followers 88 Following Remember, the key is to keep it light-hearted and fun! 😄🌟
Dimitris Plakomytis @DPlakomytis
5 Followers 122 Following
martyna @_assurdo
0 Followers 5 Following
ArrietaTxema @TxemaArrieta
1K Followers 7K Following Theoretical Physicst.Founder of #CognitiveSilenceLabs,with GTP-5.3 (OpenAI)@RSEF_ESP,@UAM_Madrid,@UNED, Human-AI Symbiosis.Exploring the Limits with @OpenAI
Cem S. @bookhashira99
13 Followers 776 Following
Weikeduo @YihanWu_Victor
1 Followers 81 Following
Ajay Pal @AjayPal31739767
1 Followers 77 Following
Peter Franks @PeterFrank52125
162 Followers 6K Following
qubit0.0001 @qubit000001
46 Followers 633 Following Making efforts to be a theoretical physicist | deep learning | magnetism | ab initio calc.
Alex Rad @defendtheworld
2K Followers 1K Following On a mission to make networking secure and simple. https://t.co/NnoAMwpuYA
Hrant Gharibyan ⚛�... @qhrant
2K Followers 2K Following CEO @ BlueQubit Quantum Scientist, Physics PhD @Stanford. Formerly at @Caltech and @Google
Abir Hassan @abirxhassan
0 Followers 218 Following
Nikhil Desai @nikhilarundesai
186 Followers 7K Following Aún aprendo / public: @nikhil_a_desai / like ≈ I am bookmarking your profile because I have reached the follow limit on Twitter
R @Mani07313562
269 Followers 756 Following PhD student at the university of Osaka @UOsaka_en Developing tensor network methods and simulating quantum systems.
SijingDu @SijingDu52
33 Followers 84 Following PhD student @Caltech working on tensor networks for quantum problems
Anwesha Malla @anwesha_malla_
0 Followers 64 Following
Anthony Lamont Stewar... @lamont_ste44865
262 Followers 5K Following
Maheswara Rao Valluri... @QuantumValluri
571 Followers 2K Following Founder, CEO & Chief Scientist at Quinfosys | Leading Quantum Innovation across Quantum Computing, Quantum AI& Quantum-Secure Cybersecurity
Aidan Reddy @aidan_reddy
0 Followers 3 Following
Mehmet Keçeci, Physi... @mkecheci
2K Followers 8K Following Physicist (Completed the dissertation phase of the Ph.D. in Physics) 🧑🔬, Reviewer, Author 📚, Teacher & Lecturer 👨🏫, Occupational Safety Specialist (OSS)
Aedcin @Aedcin
29 Followers 339 Following
Jasnoor Singh @brokentardis
6 Followers 67 Following
Ali Goodarzi @Alitlougoodarzi
1K Followers 496 Following Theoretical Physics @ EPFL | Liberty | Knowledge | Honor
Deacon Michael Hogan @Deaconmike53
5K Followers 7K Following Student of Astronomy Astrophysics Chemistry Mathematics Physics All Things #NASA
Ege Gorgun @egeggn
2 Followers 63 Following
Alexandre Terrat Schw... @TerratAlexandre
18 Followers 4K Following Perfection of means and confusion of goals seem in my opinion to characterize our age.Albert Einstein.#LockBitNGDev4 #Информатор #Хактивизм #КорреляционныеАтаки
Shaclassics @Shaclassics
13 Followers 3K Following
Abdurrahman Shaffar @A_Shaffar
28 Followers 286 Following Physicist turned engineer | Quantum Engineer (Computing & Communication) | PhD Researcher @khuniv
Gaurav Kumar @gauravkmr__
38 Followers 711 Following Junior Research Fellow at IISER Pune. Complex Networks. MSc Physics, IIT Gandhinagar.
JOSS @JOSS_TheOJ
6K Followers 76 Following Journal of Open Source Software. The developer friendly software journal. We don't automatically publish papers here anymore because Twitter killed the free API
Filippo Vicentini @philipVinc
497 Followers 105 Following Professor in Quantum Physics and AI at @Polytechnique . Developing ML-based simulation tools to tackle Quantum Physics.
Computational Quantum... @cqs_lab
1K Followers 15 Following CQS Lab at EPFL (@EPFL_en, @epflSB), part of @QSECenter_EPFL. Machine Learning for Quantum; Quantum Computing, and +. Led by @gppcarleo - Home of the @NetKetOrg
Galli Group at U Chic... @GalliGroup
2K Followers 545 Following Materials and Molecules from First Principles 🖥️ ⚛️ @UChicagoPME, @UChiChemistry, @Argonne Postdoc run account
Project Jupyter @ProjectJupyter
87K Followers 72 Following Jupyter Notebook, JupyterLab and related projects – @mentions not monitored. Our primary presence is https://t.co/UtVFxa6xgw.
Anaconda @anacondainc
84K Followers 2K Following Anaconda is the leader in advancing AI innovation and the trusted foundation for AI-native development. 🐍
NumPy @numpy_team
37K Followers 10 Following Official account of NumPy. Announcements only. For questions and comments, please use the mailing list [email protected].
PyTorch @PyTorch
498K Followers 86 Following Tensors and neural networks in Python with strong hardware acceleration. PyTorch is an open source project at the Linux Foundation. #PyTorchFoundation
TensorFlow @TensorFlow
377K Followers 115 Following TensorFlow is a fast, flexible, and scalable open-source machine learning library for research and production.
ITensor @ITensorLib
1K Followers 46 Following Software for tensor networks inspired by tensor diagrams, in Julia and C++. Supported by the Flatiron Institute, a division of the Simons Foundation.
Conda Forge @condaforge
2K Followers 212 Following A community led collection of recipes, build infrastructure and distributions for the conda package manager.
Numba @numba_jit
6K Followers 29 Following Numba is a Just-In-Time compiler for Python functions. Works with CPUs and GPUs. Learn more at https://t.co/h0PqeywSsb and https://t.co/kErTUJhGFo
GitHub @github
2.7M Followers 333 Following The AI-powered developer platform to build, scale, and deliver secure software.Trends for United States
You might like
