Mariya Toneva

Mariya Toneva

Carnegie Mellon University

H-index: 11

North America-United States

About Mariya Toneva

Mariya Toneva, With an exceptional h-index of 11 and a recent h-index of 11 (since 2020), a distinguished researcher at Carnegie Mellon University, specializes in the field of machine learning, language processing, NLP, computational neuroscience.

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

Joint processing of linguistic properties in brains and language models

What happens during finetuning of vision transformers: An invariance based investigation

Vision-Language Integration in Multimodal Video Transformers (Partially) Aligns with the Brain

Speech language models lack important brain-relevant semantics

Perturbed examples reveal invariances shared by language models

Getting aligned on representational alignment

Exploring Pointwise Similarity of Representations

What aspects of NLP models and brain datasets affect brain-NLP alignment?

Mariya Toneva Information

University

Position

___

Citations(all)

1369

Citations(since 2020)

1158

Cited By

432

hIndex(all)

11

hIndex(since 2020)

11

i10Index(all)

12

i10Index(since 2020)

11

Email

University Profile Page

Google Scholar

Mariya Toneva Skills & Research Interests

machine learning

language processing

NLP

computational neuroscience

Top articles of Mariya Toneva

Joint processing of linguistic properties in brains and language models

Advances in Neural Information Processing Systems

2024/2/13

What happens during finetuning of vision transformers: An invariance based investigation

2023/11/20

Vedant Nanda
Vedant Nanda

H-Index: 3

Mariya Toneva
Mariya Toneva

H-Index: 6

Vision-Language Integration in Multimodal Video Transformers (Partially) Aligns with the Brain

arXiv preprint arXiv:2311.07766

2023/11/13

Mariya Toneva
Mariya Toneva

H-Index: 6

Speech language models lack important brain-relevant semantics

arXiv preprint arXiv:2311.04664

2023/11/8

Emin Çelik
Emin Çelik

H-Index: 3

Mariya Toneva
Mariya Toneva

H-Index: 6

Perturbed examples reveal invariances shared by language models

arXiv preprint arXiv:2311.04166

2023/11/7

Mariya Toneva
Mariya Toneva

H-Index: 6

Exploring Pointwise Similarity of Representations

2023/10/13

What aspects of NLP models and brain datasets affect brain-NLP alignment?

2023/8/25

Mariya Toneva
Mariya Toneva

H-Index: 6

Pointwise Representational Similarity

arXiv preprint arXiv:2305.19294

2023/5/30

Interpreting multimodal video transformers using brain recordings

2023/5/1

Mariya Toneva
Mariya Toneva

H-Index: 6

Large language models can segment narrative events similarly to humans

arXiv preprint arXiv:2301.10297

2023/1/24

Modeling brain responses to video stimuli using multimodal video transformers

2023

Mariya Toneva
Mariya Toneva

H-Index: 6

Training language models to summarize narratives improves brain alignment

arXiv preprint arXiv:2212.10898

2022/12/21

Mariya Toneva
Mariya Toneva

H-Index: 6

Language models and brain alignment: beyond word-level semantics and prediction

arXiv preprint arXiv:2212.00596

2022/12/1

Mariya Toneva
Mariya Toneva

H-Index: 6

Combining computational controls with natural text reveals aspects of meaning composition

Nature computational science

2022/11

Mariya Toneva
Mariya Toneva

H-Index: 6

Leila Wehbe
Leila Wehbe

H-Index: 9

Same cause; different effects in the brain

arXiv preprint arXiv:2202.10376

2022/2/21

Mariya Toneva
Mariya Toneva

H-Index: 6

Leila Wehbe
Leila Wehbe

H-Index: 9

Deep learning for brain encoding and decoding

Proceedings of the Annual Meeting of the Cognitive Science Society

2022

Manish Gupta
Manish Gupta

H-Index: 6

Mariya Toneva
Mariya Toneva

H-Index: 6

Single-trial meg data can be denoised through cross-subject predictive modeling

Frontiers in Computational Neuroscience

2021/11/11

Mariya Toneva
Mariya Toneva

H-Index: 6

Leila Wehbe
Leila Wehbe

H-Index: 9

A roadmap to reverse engineering real-world generalization by combining naturalistic paradigms, deep sampling, and predictive computational models

arXiv preprint arXiv:2108.10231

2021/8/23

Bridging Language in Machines with Language in the Brain

2021/7

Mariya Toneva
Mariya Toneva

H-Index: 6

See List of Professors in Mariya Toneva University(Carnegie Mellon University)

Co-Authors

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