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[1809.10606] Solving Statistical Mechanics Using Variational Autoregressive Networks
We propose a general framework for solving statistical mechanics of systems with finite size. The approach extends the celebrated variational mean-field approaches using autoregressive neural networks, which support direct sampling and exact calculation of normalized probability of configurations. It computes variational free energy, estimates physical quantities such as entropy, magnetizations and correlations, and generates uncorrelated samples all at once. Training of the network employs the policy gradient approach in reinforcement learning, which unbiasedly estimates the gradient of variational parameters. We apply our approach to several classic systems, including 2D Ising models, the Hopfield model, the Sherrington-Kirkpatrick model, and the inverse Ising model, for demonstrating its advantages over existing variational mean-field methods. Our approach sheds light on solving statistical physics problems using modern deep generative neural networks.
statistical_mechanics  machine_learning  deep_learning  neural_networks  renormalization  ? 
8 days ago by rvenkat
Selling a Car? | Department of Revenue
https://dor.georgia.gov/selling-car ;;;
tags: DMV Selling a Car ? | Department of Revenue || GaDOR ;;;
DMV  Selling  a  Car  ?  |  Department  of  Revenue  ||  GaDOR  |||  2008  toyota  sienna  LE 
17 days ago by neerajsinghvns
A-t-on les bons outils pour prévenir les violences sexuelles sur les campus ?
A-t-on les bons outils pour prévenir les violences sexuelles sur les campus ?
A-t-on  les  bons  outils  pour  prévenir  violences  sexuelles  sur  campus  ? 
4 weeks ago by idaigneau
Top 10 Best Dropbox Alternatives in 2019: Which Is The Most Secure?
https://www.cloudwards.net/top-10-secure-dropbox-alternatives/ ;;;
tags: Top 10 Best Dropbox Alternatives in 2019 : Which Is The Most Secure ? compare comparison googleDrive google drive oneDrive one amazonDrive amazon ;;;
Top  10  Best  Dropbox  Alternatives  in  2019  :  Which  Is  The  Most  Secure  ?  compare  comparison  googleDrive  google  drive  oneDrive  one  amazonDrive  amazon 
6 weeks ago by neerajsinghvns
What is the best text editor for web design? - Quora
https://www.quora.com/What-is-the-best-text-editor-for-web-design ;;;
tags: What is the best text editor for web design ? - Quora | webSite webPage ;;;
Vim is the best for me, but if you’re afraid of Vim’s learning curve I’d recommend Atom or Visual Studio Code (VSCode).
What  is  the  best  text  editor  for  web  design  ?  -  Quora  |  webSite  webPage 
8 weeks ago by neerajsinghvns
DSLR vs. Mirrorless Cameras: Which Is Better for You?
tags: DSLR vs. Mirrorless Cameras : Which Is Better for You ? | camera needsEditing ;;;
DSLR  vs.  Mirrorless  Cameras  :  Which  Is  Better  for  You  ?  |  camera  needsEditing  SLR 
9 weeks ago by neerajsinghvns
Give an Exam or Take an Exam??
Giving an exam is something a doctor does to a patient, or something a teacher does to her students. Taking an exam is something a student does to prove their knowledge.
From what I gather, most Americans will say "take the test". Most Canadians will say "write the test". And most Indian students will say "give the test".
do  you  give  write  or  take  a  test  an  exam  ? 
march 2019 by neerajsinghvns
How to create Data Entry Form in Excel - Ms Office? - YouTube
https://www.youtube.com/watch?v=lV9X2K8uEYE ;;;
tags: How to create Data Entry Form in Excel - Ms Office? - YouTube video Microsoft HowTo ;;;
How  to  create  Data  Entry  Form  in  Excel  -  Ms  Office  ?  YouTube  video  Microsoft  HowTo 
february 2019 by neerajsinghvns

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