Home › Categories › Business & Finance› PDF

PDF.pdf

zhang23a.pdf
Preview of PDF
🔗 Source: proceedings.mlr.press
📊 Size: 1.38 MB
📄 Pages: 12 pages
⬇️ Downloads: 76

Summary

Cooperative multi-agent reinforcement learning (MARL) may suffer from non-stationarity due to teammates' policy changes, which can lead to miscoordination and poor performance. Existing works mainly focus on policy changes across episodes, ignoring sudden policy changes within an episode. This work formulates the problem as an open Dec-POMDP and develops a new framework, Fastap, to address the issue. Fastap trains versatile teammates' policies, assigns them to clusters via the Chinese Restaurant Process, and trains controlled agents to coordinate with sampled teammates by capturing their identifications as context for fast adaptation. Experimental results show that Fastap can achieve superior performance in stationary and non-stationary scenarios compared to multiple baselines.

Download File

Description

Cooperative multi-agent reinforcement learning (MARL) may suffer from non-stationarity due to teammates' policy changes, which can lead to miscoordination and...

Technical Information

  • File Format: PDF
  • File Size: 1.38 MB
  • Pages: 12
  • Language: EN
  • Total Downloads: 76
  • Last Updated: 6 days ago

Document Overview

This PDF document about PDF provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into PDF.

Related Topics

If you're interested in PDF, you might also want to explore:

Related Categories

Education & Learning
22711 documents
Health & Wellness
8956 documents
Technology
4783 documents

Related Documents

Preview of आयकर निर्देशिका २०६६ (तेस्रो संसोधन २०७७ सहित) - परिच्छेद २८ कर संकलन, मिन्हा र फिर्ता
PDF file

आयकर निर्देशिका २०६६ (तेस्रो संसोधन २०७७ सहित) - परिच्छेद २८ कर संकलन, मिन्हा र फिर्ता

264 KByubraj.basnetPT30 pages
(Tax Collection, Remission and Refund) @*=!= s/ ltg'{kg]{ bfloTj ePsf] JolQmn] cfkm"n] ltg'{kg]{ s/ P]gdf tf]lsPsf] bflvnf ug'{kg]{ ;doleq ;DalGwt...
Download
Preview of Tokyo Air Traffic Control Tower: Airport Utilization Statistics for January - October 2020
PDF file

Tokyo Air Traffic Control Tower: Airport Utilization Statistics for January - October 2020

106 KBtetEN1 page
The Ministry of Land, Infrastructure, Transport and Tourism's Tokyo Air Development Agency released the aggregated airport usage statistics for its...
Download
Preview of PDF to PDF/A Converter - Shell ShellEnglish
PDF file

PDF to PDF/A Converter - Shell ShellEnglish

967 KBPDF Tools AGEN79 pages
The 3-Heights PDF to PDF/A Converter Shell is a software tool for converting PDF files to PDF/A format, with version 6.27.6 released on January 21,...
Download
Preview of Adobe Acrobat Pro
PDF file

Adobe Acrobat Pro

662 KBKelly HansonEN3 pages
CU Anschutz offers Adobe Products at no cost to faculty and staff, featuring tools for editing, organizing, and sharing PDFs, including editing text...
Download
Preview of PDF Batch Processing with ByteScout PDF Extractor SDK in C#
PDF file

PDF Batch Processing with ByteScout PDF Extractor SDK in C#

27 KBEN3 pages
ByteScout PDF Extractor SDK is a C# library for PDF batch processing, extracting data from unstructured documents and including AI functions for...
Download

Download PDF eBooks for free and learn more about PDF. These books contain exercises and tutorials to improve your practical skills, at all levels!

Not satisfied with this document? We have related documents to PDF, try searching with similar keywords: Bulmaca Pdf Indirbulmaca Pdf Indirbulmaca Pdf Indirbulmaca Pdf Indir, Casa.pdf.pdf.pdf.pdf, pdf cours aikido listes des fichiers pdf pdf cours aikido pdf cours aikido, Pdf Pdf Les Secrets D'un Esprit Millionnaire Pdf Pdf, Editors Picks Press Release Script Pdf Username Www Pdf Action Login Pdf Action Login Pdf, Powered By Particle Links Below Pdf Username Www Pdf Action Login Pdf Quot Pdf Action Newaccount, Powered By Particle Links Below Pdf Username Www Pdf Pdf Action Login Pdf Action Newaccount, 0 Kinder Ciencias.pdf.pdf.pdf

You can download PDF versions of the user's guide, manuals and ebooks about PDF, you can also find and download for free A free online manual (notices) with beginner and intermediate, Downloads Documentation, You can download PDF files (or DOC and PPT) about PDF for free, but please respect copyrighted ebooks.