Concepedia

Permutation Equivariance

Permutation Equivariance is a mathematical property of a function or operator that ensures its output transforms in a correspondingly permuted manner when the ordering of the input elements is altered, preserving structural consistency under reindexing.

38

Publications

2.9K

Citations

118

Authors

39

Institutions

Publications per year

2017–2026

34

Parents

Publications

38

Deep Sets

Manzil Zaheer, Satwik Kottur, Siamak Ravanbakhsh et al. · arXiv (Cornell University) · 2017 · 471 citations · Full text

, , +16

Graph Neural Networks for Scalable Radio Resource Management: Architecture Design and Theoretical Analysis

Yifei Shen, Yuanming Shi, Jun Zhang et al. · IEEE Journal on Selected Areas in Communications · 2020 · 340 citations

, , +17

Deep Sets

Manzil Zaheer, Satwik Kottur, Siamak Ravanbakhsh et al. · Neural Information Processing Systems · 2017 · 318 citations

, , +16

Optimal Wireless Resource Allocation With Random Edge Graph Neural Networks

Mark Eisen, Alejandro Ribeiro · IEEE Transactions on Signal Processing · 2020 · 316 citations · Full text

, , +17

Graphs, Convolutions, and Neural Networks: From Graph Filters to Graph Neural Networks

IEEE Signal Processing Magazine · 2020 · 174 citations · Full text

, , +16

1–5 of 38

Authors

118

  1. AR
    Alejandro Ribeiro

    University of Pennsylvania, United States

    4 publications · 414 citations

    4

    h-index

  2. SR
    Siamak Ravanbakhsh

    Carnegie Mellon University, United States

    3 publications · 869 citations

    3

    h-index

  3. BP
    Barnabás Póczos

    Carnegie Mellon University, United States

    3 publications · 869 citations

    3

    h-index

  4. AJ
    Alexander J. Smola

    Carnegie Mellon University, United States

    3 publications · 869 citations

    3

    h-index

  5. SK
    Satwik Kottur

    Carnegie Mellon University, United States

    3 publications · 869 citations

    3

    h-index

1–5 of 118

Institutions

39

  1. Google (United States)

    Mountain View, United States

    6 h-index

    19 publications

    1.4K citations

  2. University of Pennsylvania

    Philadelphia, United States

    4 h-index

    8 publications

    784 citations

  3. Beihang University

    Beijing, China

    4 h-index

    12 publications

    465 citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    2 h-index

    2 publications

    118 citations

  5. Sobolev Institute of Mathematics

    Novosibirsk, Russia

    2 h-index

    2 publications

    55 citations

  6. University of California, Riverside

    Riverside, United States

    2 h-index

    2 publications

    789 citations

  7. Intel (United States)

    Santa Clara, United States

    2 h-index

    2 publications

    387 citations

  8. Siberian Branch of the Russian Academy of Sciences

    Novosibirsk, Russia

    2 h-index

    2 publications

    55 citations

1–8 of 39

Venues

  1. arXiv (Cornell University)

    Repository · 15 publications · 923 citations

    11

    h-index

  2. IEEE Transactions on Signal Processing

    3 publications · 450 citations

    3

    h-index

  3. 2

    h-index

  4. IEEE Transactions on Wireless Communications

    2 publications · 142 citations

    2

    h-index

  5. Neural Information Processing Systems

    Conference · 1 publications · 318 citations

    1

    h-index

1–5