Alexander Mathis

Alexander Mathis

École Polytechnique Fédérale de Lausanne

H-index: 23

Europe-Switzerland

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

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

ODEFormer: Symbolic Regression of Dynamical Systems with Transformers

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

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

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

Alexander Mathis Information

University

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

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

Title

Journal

Author(s)

Publication Date

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

arXiv preprint arXiv:2402.17062

Haozhe Qi

Chen Zhao

Mathieu Salzmann

Alexander Mathis

2024/2/26

Task-driven neural network models predict neural dynamics of proprioception

Cell

Alessandro Marin Vargas

Axel Bisi

Alberto S Chiappa

Chris Versteeg

Lee E Miller

...

2024/3/28

Acquiring musculoskeletal skills with curriculum-based reinforcement learning

bioRxiv

Alberto Silvio Chiappa

Pablo Tano

Nisheet Patel

Abigail Ingster

Alexandre Pouget

...

2024

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

Current Biology

Markus Frey

Mackenzie W Mathis

Alexander Mathis

2023/3/13

ODEFormer: Symbolic Regression of Dynamical Systems with Transformers

arXiv preprint arXiv:2310.05573

Stéphane d'Ascoli

Sören Becker

Alexander Mathis

Philippe Schwaller

Niki Kilbertus

2023/10/9

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

International Journal of Computer Vision (in press) & bioRxiv

Valentin Gabeff

Marc Russwurm

Devis Tuia

Alexander Mathis

2023

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

Valentin Alexandre Guy Gabeff

Marc Conrad Russwurm

Devis Tuia

Alexander Mathis

2023/6/14

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

Vittorio Caggiano

Guillaume Durandau

Huwawei Wang

Alberto Chiappa

Alexander Mathis

...

2023/8/31

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

IEEE/CVF International Conference on Computer Vision (ICCV)

Mu Zhou

Lucas Stoffl

Mackenzie Weygandt Mathis

Alexander Mathis

2023/9/25

AmadeusGPT: a natural language interface for interactive animal behavioral analysis

Neurips 2023

Shaokai Ye

Jessy Lauer

Mu Zhou

Alexander Mathis

Mackenzie W Mathis

2023/7/10

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

Elife

Kai J Sandbrink

Pranav Mamidanna

Claudio Michaelis

Matthias Bethge

Mackenzie W Mathis

...

2023/5/31

Latent exploration for reinforcement learning

Advances in Neural Information Processing Systems

Alberto Silvio Chiappa

Alessandro Marin Vargas

Ann Huang

Alexander Mathis

2023

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

BioRxiv

Caleb Weinreb

Jonah Pearl

Sherry Lin

Mohammed Abdal Monium Osman

Libby Zhang

...

2023/3/17

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

Advances in Neural Information Processing Systems

Alberto Silvio Chiappa

Alessandro Marin Vargas

Alexander Mathis

2022/12/6

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

Neuron

Korleki Akiti

Iku Tsutsui-Kimura

Yudi Xie

Alexander Mathis

Jeffrey E Markowitz

...

2022/11/16

Multi-animal pose estimation, identification and tracking with DeepLabCut

Nature Methods

Jessy Lauer

Mu Zhou

Shaokai Ye

William Menegas

Steffen Schneider

...

2022/4

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

arXiv preprint arXiv:2203.07436

Shaokai Ye

Anastasiia Filippova

Jessy Lauer

Maxime Vidal

Steffen Schneider

...

2022/3/14

Perspectives in machine learning for wildlife conservation

Devis Tuia

Benjamin Kellenberger

Sara Beery

Blair R Costelloe

Silvia Zuffi

...

2022/2/9

Tumor-specific cytolytic CD4 T cells mediate immunity against human cancer

Science advances

Amélie Cachot

Mariia Bilous

Yen-Cheng Liu

Xiaokang Li

Margaux Saillard

...

2021/2/26

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

Daniel Joska

Liam Clark

Naoya Muramatsu

Ricardo Jericevich

Fred Nicolls

...

2021/5/30

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

H-index: 50
Naoshige Uchida

Naoshige Uchida

Harvard University

H-index: 48
Venkatesh N. Murthy

Venkatesh N. Murthy

Harvard University

H-index: 42
Andreas Herz

Andreas Herz

Ludwig-Maximilians-Universität München

H-index: 24
Martin Stemmler

Martin Stemmler

Ludwig-Maximilians-Universität München

H-index: 23
Mackenzie Weygandt Mathis

Mackenzie Weygandt Mathis

École Polytechnique Fédérale de Lausanne

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