Marcelo G Mattar

About Marcelo G Mattar

Marcelo G Mattar, With an exceptional h-index of 20 and a recent h-index of 18 (since 2020), a distinguished researcher at University of California, San Diego, specializes in the field of computational neuroscience, reinforcement learning, planning, episodic memory.

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

Building compositional tasks with shared neural subspaces

Emergence and reconfiguration of modular structure for synaptic neural networks during continual familiarity detection

Distilling human decision-making dynamics: a comparative analysis of low-dimensional architectures

Estimating the planning complexity of visual subgoals

Automatic discovery of cognitive strategies with tiny recurrent neural networks

Episodic retrieval for model-based evaluation in sequential decision tasks

A recurrent network model of planning explains hippocampal replay and human behavior

How does the mind discover useful abstractions?

Marcelo G Mattar Information

University

Position

___

Citations(all)

1840

Citations(since 2020)

1479

Cited By

895

hIndex(all)

20

hIndex(since 2020)

18

i10Index(all)

23

i10Index(since 2020)

23

Email

University Profile Page

Google Scholar

Marcelo G Mattar Skills & Research Interests

computational neuroscience

reinforcement learning

planning

episodic memory

Top articles of Marcelo G Mattar

Building compositional tasks with shared neural subspaces

bioRxiv

2024/2/1

Emergence and reconfiguration of modular structure for synaptic neural networks during continual familiarity detection

arXiv preprint arXiv:2311.05862

2023/11/10

Shi Gu
Shi Gu

H-Index: 14

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

Gang Pan
Gang Pan

H-Index: 35

Distilling human decision-making dynamics: a comparative analysis of low-dimensional architectures

2023/10/28

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

Estimating the planning complexity of visual subgoals

Journal of Vision

2023/8/1

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

David Kirsh
David Kirsh

H-Index: 24

Automatic discovery of cognitive strategies with tiny recurrent neural networks

bioRxiv

2023/4/13

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

Episodic retrieval for model-based evaluation in sequential decision tasks

2023/2/14

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

A recurrent network model of planning explains hippocampal replay and human behavior

bioRxiv

2023

Guillaume Hennequin
Guillaume Hennequin

H-Index: 9

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

How does the mind discover useful abstractions?

Proceedings of the Annual Meeting of the Cognitive Science Society

2023

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

Wai Keen Vong
Wai Keen Vong

H-Index: 5

Humans choose visual subgoals to reduce cognitive cost

Proceedings of the Annual Meeting of the Cognitive Science Society

2023

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

David Kirsh
David Kirsh

H-Index: 24

Resting state network dynamic reconfiguration and neuropsychological functioning in temporal lobe epilepsy: An HD-EEG investigation

Cortex

2022/9/27

Fast rule switching and slow rule updating in a perceptual categorization task

Elife

2022/11/14

Time spent thinking in online chess reflects the value of computation

2022/10/12

Bas Van Opheusden
Bas Van Opheusden

H-Index: 5

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

Predecessor features

arXiv preprint arXiv:2206.00303

2022/6/1

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

The temporal dynamics of opportunity costs: A normative account of cognitive fatigue and boredom.

Psychological Review

2021

Planning in the brain

2022/3/16

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

Máté Lengyel
Máté Lengyel

H-Index: 21

Interplay between rule learning and rule switching in a perceptual categorization task

bioRxiv

2022/1/30

Improving Experience Replay with Successor Representation

arXiv preprint arXiv:2111.14331

2021/11/29

Marcelo G Mattar
Marcelo G Mattar

H-Index: 17

Visual scoping operations for physical assembly

arXiv preprint arXiv:2106.05654

2021/6/10

Experience replay is associated with efficient nonlocal learning

Science

2021/5/21

See List of Professors in Marcelo G Mattar University(University of California, San Diego)

Co-Authors

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