Emergent Symbolic Mechanisms Support Abstract Reasoning in Large Language Models

Authors: Yang, Yukang, Campbell, Declan, Huang, Kaixuan, Wang, Mengdi, Cohen, Jonathan, Webb, Taylor

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2502.20332

Understanding the Limits of Vision Language Models Through the Lens of the Binding Problem

Authors: Campbell, Declan, Rane, Sunayana, Giallanza, Tyler, De Sabbata, Nicolò, Ghods, Kia, Joshi, Amogh, Ku, Alexander, Frankland, Steven M., Griffiths, Thomas L., Cohen, Jonathan D., Webb, Taylor W.

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2411.00238

Learning Human-Aligned Representations with Contrastive Learning and Generative Similarity

Authors: Marjieh, Raja, Kumar, Sreejan, Campbell, Declan, Zhang, Liyi, Bencomo, Gianluca, Snell, Jake, Griffiths, Thomas L.

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2405.19420

A Relational Inductive Bias for Dimensional Abstraction in Neural Networks

Authors: Campbell, Declan, Cohen, Jonathan D.

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2402.18426

Human-Like Geometric Abstraction in Large Pre-trained Neural Networks

Authors: Campbell, Declan, Kumar, Sreejan, Giallanza, Tyler, Griffiths, Thomas L., Cohen, Jonathan D.

Subject Terms: Computer Science - Artificial Intelligence, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2402.04203

Comparing Abstraction in Humans and Large Language Models Using Multimodal Serial Reproduction

Authors: Kumar, Sreejan, Marjieh, Raja, Zhang, Byron, Campbell, Declan, Hu, Michael Y., Bhatt, Umang, Lake, Brenden, Griffiths, Thomas L.

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2402.03618

Relational Constraints On Neural Networks Reproduce Human Biases towards Abstract Geometric Regularity

Authors: Campbell, Declan, Kumar, Sreejan, Giallanza, Tyler, Cohen, Jonathan D., Griffiths, Thomas L.

Subject Terms: Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2309.17363

The Relational Bottleneck as an Inductive Bias for Efficient Abstraction

Authors: Webb, Taylor W., Frankland, Steven M., Altabaa, Awni, Segert, Simon, Krishnamurthy, Kamesh, Campbell, Declan, Russin, Jacob, Giallanza, Tyler, Dulberg, Zack, O'Reilly, Randall, Lafferty, John, Cohen, Jonathan D.

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2309.06629

The relational bottleneck as an inductive bias for efficient abstraction

Authors: Webb, Taylor W., Frankland, Steven M., Altabaa, Awni, Segert, Simon, Krishnamurthy, Kamesh, Campbell, Declan, Russin, Jacob, Giallanza, Tyler, O’Reilly, Randall, Lafferty, John, Cohen, Jonathan D.

Source: In Trends in Cognitive Sciences September 2024 28(9):829-843

An integrated model of semantics and control.

Authors: Giallanza, Tyler, ORCID 0000-0002-2241-9369. Department of Psychology, Princeton University, Princeton, NJ, US, tylerg@princeton.edu, Campbell, Declan. Princeton Neuroscience Institute, Princeton University, Princeton, NJ, US, Cohen, Jonathan D.. Department of Psychology, Princeton University, Princeton, NJ, US, Rogers, Timothy T.. Department of Psychology, University of Wisconsin–Madison, Madison, WI, US

Source: Psychological Review, Jul 25, 2024.

NLM Title Abbreviation: Psychol Rev

Publisher: US : American Psychological Association

Other Publishers: US : Macmillan & Company
US : Psychological Review Company
US : The Macmillan Company
US : The Review Publishing Company

Publication Type: Journal; Peer Reviewed Journal

Functional geometry of auditory cortical resting state networks derived from intracranial electrophysiology.

Authors: Banks, Matthew I.^1,2, mibanks@wisc.edu, Krause, Bryan M.¹, Berger, D. Graham¹, Campbell, Declan I.¹, Boes, Aaron D.³, Bruss, Joel E.³, Kovach, Christopher K.⁴, Kawasaki, Hiroto⁴, Steinschneider, Mitchell^5,6, Nourski, Kirill V.^4,7

Source: PLoS Biology; 8/31/2023, Vol. 21 Issue 8, p1-44, 44p, 1 Color Photograph, 7 Graphs

Cortical functional connectivity indexes arousal state during sleep and anesthesia

Authors: Banks, Matthew I., Krause, Bryan M., Endemann, Christopher M., Campbell, Declan I., Kovach, Christopher K., Dyken, Mark Eric, Kawasaki, Hiroto, Nourski, Kirill V.

Source: NEUROIMAGE. 211

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100114553242.0x000001&indx=1&recIds=ETOCvdc_100114553242.0x000001

Analogous cortical reorganization accompanies entry into states of reduced consciousness during anesthesia and sleep.

Authors: Krause, Bryan M, Campbell, Declan I, Kovach, Christopher K, Mueller, Rashmi N, Kawasaki, Hiroto, Nourski, Kirill V, Banks, Matthew I

Source: Cerebral Cortex; Sep2023, Vol. 33 Issue 17, p9850-9866, 17p

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