Alexander Mathis

Alexander Mathis

École Polytechnique Fédérale de Lausanne

H-index: 23

Europe-Switzerland

Contact Alexander Mathis

About Alexander Mathis

Alexander Mathis, With an exceptional h-index of 23 and a recent h-index of 22 (since 2020), a distinguished researcher at École Polytechnique Fédérale de Lausanne, specializes in the field of Behavior, Computational Neuroscience, Machine Learning, Computer Vision, Sensorimotor control.

His recent articles reflect a diverse array of research interests and contributions to the field:

HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields

Task-driven neural network models predict neural dynamics of proprioception

Acquiring musculoskeletal skills with curriculum-based reinforcement learning

Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity

Contrasting action and posture coding with hierarchical deep neural network models of proprioception

Keypoint-MoSeq: parsing behavior by linking point tracking to pose dynamics

NeuroAI: If grid cells are the answer, is path integration the question?

WildCLIP: Scene and animal attribute retrieval from camera trap data with domain-adapted vision-language models

Alexander Mathis Information

University	École Polytechnique Fédérale de Lausanne
Position	(Ecole Polytechnique Fédérale de Lausanne / Swiss Federal Institute of Technology)
Citations(all)	6444
Citations(since 2020)	6079
Cited By	1747
hIndex(all)	23
hIndex(since 2020)	22
i10Index(all)	27
i10Index(since 2020)	25
Email	Access Email
University Profile Page	École Polytechnique Fédérale de Lausanne
Google Scholar	View Google Scholar Profile

Alexander Mathis Skills & Research Interests

Behavior

Computational Neuroscience

Machine Learning

Computer Vision

Sensorimotor control

Top articles of Alexander Mathis

HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields

arXiv preprint arXiv:2402.17062

2024/2/26

Chen Zhao

H-Index: 18

Mathieu Salzmann

H-Index: 43

Alexander Mathis

H-Index: 14

Task-driven neural network models predict neural dynamics of proprioception

Cell

2024/3/28

Alessandro Marin Vargas

H-Index: 1

Alexander Mathis

H-Index: 14

Acquiring musculoskeletal skills with curriculum-based reinforcement learning

bioRxiv

2024

Pablo Tano

H-Index: 1

Nisheet Patel

H-Index: 3

Alexandre Pouget

H-Index: 44

Alexander Mathis

H-Index: 14

Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity

IEEE/CVF International Conference on Computer Vision (ICCV)

2023/9/25

Mu Zhou

H-Index: 17

Alexander Mathis

H-Index: 14

Contrasting action and posture coding with hierarchical deep neural network models of proprioception

Elife

2023/5/31

Claudio Michaelis

H-Index: 7

Alexander Mathis

H-Index: 14

Keypoint-MoSeq: parsing behavior by linking point tracking to pose dynamics

BioRxiv

2023/3/17

Caleb Weinreb

H-Index: 14

Libby Zhang

H-Index: 2

Shaokai Ye

H-Index: 8

Alexander Mathis

H-Index: 14

Talmo Pereira

H-Index: 8

Sandeep Robert Datta

H-Index: 31

NeuroAI: If grid cells are the answer, is path integration the question?

Current Biology

2023/3/13

Markus Frey

H-Index: 5

Alexander Mathis

H-Index: 14

WildCLIP: Scene and animal attribute retrieval from camera trap data with domain-adapted vision-language models

International Journal of Computer Vision (in press) & bioRxiv

2023

Devis Tuia

H-Index: 47

Alexander Mathis

H-Index: 14

MyoChallenge 2022: Learning contact-rich manipulation using a musculoskeletal hand

2023/8/31

Guillaume Durandau

H-Index: 5

Alberto Chiappa

H-Index: 1

Alexander Mathis

H-Index: 14

Pablo Tano

H-Index: 1

Nisheet Patel

H-Index: 3

Alexandre Pouget

H-Index: 44

Daniel Haeufle

H-Index: 14

Yuanpei Chen

H-Index: 8

Hao Dong

H-Index: 2

Yaodong Yang

H-Index: 8

Rahul Siripurapu

H-Index: 1

Michael Kopp

H-Index: 19

Vihang Patil

H-Index: 1

Sepp Hochreiter

H-Index: 39

Seungmoon Song

H-Index: 10

Massimo Sartori

H-Index: 23

Vikash Kumar

H-Index: 1

AmadeusGPT: a natural language interface for interactive animal behavioral analysis

Neurips 2023

2023/7/10

Shaokai Ye

H-Index: 8

Jessy Lauer

H-Index: 5

Mu Zhou

H-Index: 17

Alexander Mathis

H-Index: 14

Latent exploration for reinforcement learning

Advances in Neural Information Processing Systems

2023

Alessandro Marin Vargas

H-Index: 1

Alexander Mathis

H-Index: 14

ODEFormer: Symbolic Regression of Dynamical Systems with Transformers

arXiv preprint arXiv:2310.05573

2023/10/9

Stéphane D'Ascoli

H-Index: 7

Sören Becker

H-Index: 15

Alexander Mathis

H-Index: 14

Scene and animal attributes retrieval from camera trap data with domain-adapted language-vision models

2023/6/14

Devis Tuia

H-Index: 47

Alexander Mathis

H-Index: 14

DMAP: a Distributed Morphological Attention Policy for learning to locomote with a changing body

Advances in Neural Information Processing Systems

2022/12/6

Alessandro Marin Vargas

H-Index: 1

Alexander Mathis

H-Index: 14

Striatal dopamine explains novelty-induced behavioral dynamics and individual variability in threat prediction

Neuron

2022/11/16

Alexander Mathis

H-Index: 14

Rockwell Anyoha

H-Index: 4

Sandeep Robert Datta

H-Index: 31

Naoshige Uchida

H-Index: 39

Mitsuko Watabe-Uchida

H-Index: 16

Multi-animal pose estimation, identification and tracking with DeepLabCut

Nature Methods

2022/4

Jessy Lauer

H-Index: 5

Mu Zhou

H-Index: 17

Shaokai Ye

H-Index: 8

William Menegas

H-Index: 6

Tanmay Nath

H-Index: 5

Mohammed Mostafizur Rahman

H-Index: 7

Valentina Di Santo

H-Index: 15

Guoping Feng

H-Index: 60

George Lauder

H-Index: 48

Alexander Mathis

H-Index: 14

SuperAnimal models pretrained for plug-and-play analysis of animal behavior

arXiv preprint arXiv:2203.07436

2022/3/14

Shaokai Ye

H-Index: 8

Jessy Lauer

H-Index: 5

Tian Qiu

H-Index: 2

Alexander Mathis

H-Index: 14

Perspectives in machine learning for wildlife conservation

2022/2/9

Devis Tuia

H-Index: 47

Benjamin Kellenberger

H-Index: 7

Sara Beery

H-Index: 8

Benjamin Risse

H-Index: 12

Alexander Mathis

H-Index: 14

Frank Van Langevelde

H-Index: 32

Tilo Burghardt

H-Index: 18

Roland Kays

H-Index: 52

Holger Klinck

H-Index: 20

Grant Van Horn

H-Index: 13

Tanya Berger-Wolf

H-Index: 25

Acinoset: A 3d pose estimation dataset and baseline models for cheetahs in the wild

2021/5/30

Naoya Muramatsu

H-Index: 2

Fred Nicolls

H-Index: 9

Alexander Mathis

H-Index: 14

Amir Patel

H-Index: 7

Out-of-distribution generalization of internal models is correlated with reward

2021/5/7

Alberto Chiappa

H-Index: 1

Alexander Mathis

H-Index: 14

Mackenzie W. Mathis

H-Index: 15

See List of Professors in Alexander Mathis University(École Polytechnique Fédérale de Lausanne)

Co-Authors

H-index: 69

Mark J. Schnitzer — Mark J. Schnitzer
Stanford University

Visit Mark J. Schnitzer Page

H-index: 50

Naoshige Uchida — Naoshige Uchida
Harvard University

Visit Naoshige Uchida Page

H-index: 48

Venkatesh N. Murthy — Venkatesh N. Murthy
Harvard University

Visit Venkatesh N. Murthy Page

H-index: 42

Andreas Herz — Andreas Herz
Ludwig-Maximilians-Universität München

Visit Andreas Herz Page

H-index: 24

Martin Stemmler — Martin Stemmler
Ludwig-Maximilians-Universität München

Visit Martin Stemmler Page

H-index: 23

Mackenzie Weygandt Mathis — Mackenzie Weygandt Mathis
École Polytechnique Fédérale de Lausanne

Visit Mackenzie Weygandt Mathis Page

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