Concepedia

Invariant Representation Learning

Invariant Representation Learning is a representation learning paradigm that derives data embeddings which preserve task-relevant information while remaining unchanged under specified transformations or variations in the input space.

283

Publications

19.9K

Citations

786

Authors

281

Institutions

Publications per year

2017–2026

170

Parents

Publications

283

Invariant visual representation by single neurons in the human brain

Rodrigo Quian Quiroga, Leila Reddy, Gabriel Kreiman et al. · Nature · 2005 · 2K citations · Full text

, , +16

Understanding deep image representations by inverting them

Aravindh Mahendran, Andrea Vedaldi · 2015 · 1.9K citations

, , +15

Barlow Twins: Self-Supervised Learning via Redundancy Reduction

Jure Žbontar, Jing Li, Ishan Misra et al. · arXiv (Cornell University) · 2021 · 779 citations · Full text

, , +16

Training Invariant Support Vector Machines

Dennis DeCoste, Bernhard Schölkopf · Machine Learning · 2002 · 582 citations · Full text

, , +7

Understanding image representations by measuring their equivariance and equivalence

Karel Lenc, Andrea Vedaldi · 2015 · 376 citations

, , +12

1–5 of 283

Authors

786

  1. TP
    Tomaso Poggio

    Massachusetts Institute of Technology, United States

    12 publications · 335 citations

    11

    h-index

  2. FA
    Fabio Anselmi

    McGovern Institute for Brain Research, United States

    9 publications · 312 citations

    9

    h-index

  3. LR
    Lorenzo Rosasco

    University of Genoa, Italy

    9 publications · 306 citations

    9

    h-index

  4. JB
    Joan Bruna

    New York University, United States

    5 publications · 212 citations

    5

    h-index

  5. MW
    Max Welling

    University of Amsterdam, Netherlands

    5 publications · 560 citations

    5

    h-index

1–5 of 786

Institutions

281

  1. University of Oxford

    Oxford, United Kingdom

    12 h-index

    30 publications

    5.5K citations

  2. Chinese Academy of Sciences

    Beijing, China

    12 h-index

    43 publications

    3.3K citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    11 h-index

    29 publications

    3.1K citations

  4. University of California, Berkeley

    Berkeley, United States

    9 h-index

    21 publications

    1.2K citations

  5. Stanford University

    Stanford, United States

    8 h-index

    19 publications

    2.3K citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    14 publications

    1.2K citations

  7. Institute of Computing Technology

    Beijing, China

    6 h-index

    29 publications

    2.8K citations

  8. University of Toronto

    Toronto, Canada

    6 h-index

    11 publications

    1.8K citations

1–8 of 281

Venues

  1. arXiv (Cornell University)

    Repository · 83 publications · 5K citations

    33

    h-index

  2. Neural Networks

    6 publications · 161 citations

    6

    h-index

  3. Pattern Recognition

    5 publications · 253 citations

    5

    h-index

  4. Neural Information Processing Systems

    Conference · 5 publications · 220 citations

    5

    h-index

  5. IEEE Transactions on Image Processing

    5 publications · 299 citations

    5

    h-index

1–5