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Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey)

31 December 2024

Papers citing "Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey)"

48 / 98 papers shown

Title
The Algonauts Project 2021 Challenge: How the Human Brain Makes Sense of a World in Motion Radoslaw Martin Cichy Kshitij Dwivedi B. Lahner A. Lascelles P. Iamshchinina ... A. Andonian N. Murty K. Kay Gemma Roig A. Oliva VGen 103 29 0 28 Apr 2021
Disentangling Syntax and Semantics in the Brain with Deep Networks Charlotte Caucheteux Alexandre Gramfort J. King 116 74 0 02 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.0K 29,926 0 26 Feb 2021
Does injecting linguistic structure into language models lead to better alignment with brain recordings? Mostafa Abdou Ana Valeria González Mariya Toneva Daniel Hershcovich Anders Søgaard 57 15 0 29 Jan 2021
Reconstructing Perceptive Images from Brain Activity by Shape-Semantic GAN T. Fang Yu Qi Gang Pan GAN 78 51 0 28 Jan 2021
Modeling Task Effects on Meaning Representation in the Brain via Zero-Shot MEG Prediction Mariya Toneva Otilia Stretcu Barnabás Póczós Leila Wehbe Tom Michael Mitchell 58 17 0 17 Sep 2020
Brain2Word: Decoding Brain Activity for Language Generation Nicolas Affolter Béni Egressy Damian Pascual Roger Wattenhofer 88 24 0 10 Sep 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 582 2,105 0 28 Jul 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 303 5,849 0 20 Jun 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 770 18,408 0 19 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 904 42,520 0 28 May 2020
Vector-Quantized Autoregressive Predictive Coding Yu-An Chung Hao Tang James R. Glass SSL 54 115 0 17 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 181 4,580 0 23 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 187 4,105 0 10 Apr 2020
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 334 5,832 0 03 Dec 2019
Inducing brain-relevant bias in natural language processing models Dan Schwartz Mariya Toneva Leila Wehbe 70 80 0 29 Oct 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 266 10,880 0 29 Oct 2019
Linking artificial and human neural representations of language Jiajun Liu Roger Levy AI4CE 47 90 0 02 Oct 2019
CogniVal: A Framework for Cognitive Word Embedding Evaluation Nora Hollenstein A. D. L. Torre N. Langer Ce Zhang 93 69 0 19 Sep 2019
Brain-Like Object Recognition with High-Performing Shallow Recurrent ANNs J. Kubilius Martin Schrimpf Kohitij Kar Ha Hong N. Majaj ... Kailyn Schmidt Aran Nayebi Daniel M. Bear Daniel L. K. Yamins J. DiCarlo 116 261 0 13 Sep 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 254 2,493 0 20 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 700 24,572 0 26 Jul 2019
From voxels to pixels and back: Self-supervision in natural-image reconstruction from fMRI Roman Beliy Guy Gaziv A. Hoogi Francesca Strappini Tal Golan Michal Irani 70 119 0 03 Jul 2019
Relating Simple Sentence Representations in Deep Neural Networks and the Brain Sharmistha Jat Hao Tang Partha P. Talukdar Tom Michael Mitchell 59 22 0 27 Jun 2019
Interpreting and improving natural-language processing (in machines) with natural language-processing (in the brain) Mariya Toneva Leila Wehbe MILM AI4CE 85 233 0 28 May 2019
Brain-mediated Transfer Learning of Convolutional Neural Networks S. Nishida Yusuke Nakano A. Blanc Naoya Maeda Masataka Kado Shinji Nishimoto 49 19 0 24 May 2019
The Algonauts Project: A Platform for Communication between the Sciences of Biological and Artificial Intelligence Radoslaw Martin Cichy Gemma Roig A. Andonian Kshitij Dwivedi B. Lahner A. Lascelles Y. Mohsenzadeh K. Ramakrishnan A. Oliva 73 44 0 14 May 2019
Linguistic generalization and compositionality in modern artificial neural networks Marco Baroni AI4CE 81 149 0 30 Mar 2019
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context Zihang Dai Zhilin Yang Yiming Yang J. Carbonell Quoc V. Le Ruslan Salakhutdinov VLM 263 3,747 0 09 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
BOLD5000: A public fMRI dataset of 5000 images Nadine Chang John A. Pyles Abhinav Gupta Michael J. Tarr E. Aminoff 55 161 0 05 Sep 2018
Dissecting Contextual Word Embeddings: Architecture and Representation Matthew E. Peters Mark Neumann Luke Zettlemoyer Wen-tau Yih 111 433 0 27 Aug 2018
fMRI Semantic Category Decoding using Linguistic Encoding of Word Embeddings Subba Reddy Oota Naresh Manwani R. Bapi 49 20 0 13 Jun 2018
Finding Syntax in Human Encephalography with Beam Search John T. Hale Chris Dyer A. Kuncoro Jonathan Brennan 86 135 0 11 Jun 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 1.1K 7,201 0 20 Apr 2018
Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning Sandeep Subramanian Adam Trischler Yoshua Bengio C. Pal SSL 90 330 0 30 Mar 2018
An efficient framework for learning sentence representations Lajanugen Logeswaran Honglak Lee 90 544 0 07 Mar 2018
Machine learning for neural decoding Joshua I. Glaser Ari S. Benjamin Raeed H. Chowdhury M. Perich L. Miller Konrad Paul Kording 100 247 0 02 Aug 2017
Supervised Learning of Universal Sentence Representations from Natural Language Inference Data Alexis Conneau Douwe Kiela Holger Schwenk Loïc Barrault Antoine Bordes AI4TS SSL 238 2,105 0 05 May 2017
ConceptNet 5.5: An Open Multilingual Graph of General Knowledge R. Speer Joshua Chin Catherine Havasi 226 2,910 0 12 Dec 2016
SoundNet: Learning Sound Representations from Unlabeled Video Y. Aytar Carl Vondrick Antonio Torralba SSL 135 1,044 0 27 Oct 2016
Enriching Word Vectors with Subword Information Piotr Bojanowski Edouard Grave Armand Joulin Tomas Mikolov NAI SSL VLM 234 9,986 0 15 Jul 2016
WordNet2Vec: Corpora Agnostic Word Vectorization Method Roman Bartusiak Lukasz Augustyniak Tomasz Kajdanowicz Przemyslaw Kazienko Maciej Piasecki 28 21 0 10 Jun 2016
Generic decoding of seen and imagined objects using hierarchical visual features T. Horikawa Y. Kamitani 50 447 0 22 Oct 2015
Skip-Thought Vectors Ryan Kiros Yukun Zhu Ruslan Salakhutdinov R. Zemel Antonio Torralba R. Urtasun Sanja Fidler SSL 226 2,412 0 22 Jun 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,575 0 04 Sep 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 484 16,922 0 20 Dec 2013
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 693 31,571 0 16 Jan 2013