Eric Schulz

Peter Dayan

CoRR, 2024

Sparse Autoencoders Reveal Temporal Difference Learning in Large Language Models.

[BibT_eX]

[DOI]

CoRR, 2024

metabench - A Sparse Benchmark to Measure General Ability in Large Language Models.

[BibT_eX]

[DOI]

Alexander Kipnis

Konstantinos Voudouris

CoRR, 2024

Ecologically rational meta-learned inference explains human category learning.

[BibT_eX]

[DOI]

CoRR, 2024

Predicting the Future with Simple World Models.

[BibT_eX]

[DOI]

Peter Dayan

CoRR, 2024

In-Context Learning Agents Are Asymmetric Belief Updaters.

[BibT_eX]

[DOI]

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Human-like Category Learning by Injecting Ecological Priors from Large Language Models into Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the Forty-first International Conference on Machine Learning, 2024

CogBench: a large language model walks into a psychology lab.

[BibT_eX]

[DOI]

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Turning large language models into cognitive models.

[BibT_eX]

[DOI]

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

How should the advent of large language models affect the practice of science?

[BibT_eX]

[DOI]

CoRR, 2023

Have we built machines that think like people?

[BibT_eX]

[DOI]

Elif Akata

Matthias Bethge

CoRR, 2023

Language Aligned Visual Representations Predict Human Behavior in Naturalistic Learning Tasks.

[BibT_eX]

[DOI]

CoRR, 2023

Playing repeated games with Large Language Models.

[BibT_eX]

[DOI]

CoRR, 2023

Inducing anxiety in large language models increases exploration and bias.

[BibT_eX]

[DOI]

CoRR, 2023

Meta-Learned Models of Cognition.

[BibT_eX]

[DOI]

CoRR, 2023

In-Context Impersonation Reveals Large Language Models' Strengths and Biases.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Reinforcement Learning with Simple Sequence Priors.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Meta-in-context learning in large language models.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

The Acquisition of Physical Knowledge in Generative Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2023

2022

Learning Parsimonious Dynamics for Generalization in Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2022

Stochastic Gradient Descent Captures How Children Learn About Physics.

[BibT_eX]

[DOI]

CoRR, 2022

Using cognitive psychology to understand GPT-3.

[BibT_eX]

[DOI]

CoRR, 2022

Exploration With a Finite Brain.

[BibT_eX]

[DOI]

CoRR, 2022

Learning Structure from the Ground up - Hierarchical Representation Learning by Chunking.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Modeling Human Exploration Through Resource-Rational Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Decision-Making with Naturalistic Options.

[BibT_eX]

[DOI]

Proceedings of the 44th Annual Meeting of the Cognitive Science Society, 2022

Fun as maximizing learnability: Balancing difficulty and prior knowledge.

[BibT_eX]

[DOI]

Franziska Brändle

Charley M. Wu

Proceedings of the 44th Annual Meeting of the Cognitive Science Society, 2022

Connecting Exploration, Generalization, and Planning in Correlated Trees.

[BibT_eX]

[DOI]

Tobias Ludwig

Charley M. Wu

Proceedings of the 44th Annual Meeting of the Cognitive Science Society, 2022

2021

Chunking as a Rational Solution to the Speed-Accuracy Trade-off in a Serial Reaction Time Task.

[BibT_eX]

[DOI]

Proceedings of the 43rd Annual Meeting of the Cognitive Science Society, 2021

Compositional generalization in multi-armed bandits.

[BibT_eX]

[DOI]

Proceedings of the 43rd Annual Meeting of the Cognitive Science Society, 2021

How does mental sorting scale?

[BibT_eX]

[DOI]

Proceedings of the 43rd Annual Meeting of the Cognitive Science Society, 2021

Using Games to Understand Intelligence.

[BibT_eX]

[DOI]

Proceedings of the 43rd Annual Meeting of the Cognitive Science Society, 2021

2020

Correction: Similarities and differences in spatial and non-spatial cognitive maps.

[BibT_eX]

[DOI]

PLoS Comput. Biol., 2020

Similarities and differences in spatial and non-spatial cognitive maps.

[BibT_eX]

[DOI]

PLoS Comput. Biol., 2020

Learning sequential patterns from graphical programs.

[BibT_eX]

[DOI]

Proceedings of the 42th Annual Meeting of the Cognitive Science Society, 2020

The Psychology of Human Entropy Intuitions.

[BibT_eX]

[DOI]

Proceedings of the 42th Annual Meeting of the Cognitive Science Society, 2020

2019

Under pressure: The influence of time limits on human exploration.

[BibT_eX]

[DOI]

Proceedings of the 41th Annual Meeting of the Cognitive Science Society, 2019

Generalization as diffusion: human function learning on graphs.

[BibT_eX]

[DOI]

Charley M. Wu

Samuel Gershman

Proceedings of the 41th Annual Meeting of the Cognitive Science Society, 2019

Exploring the space of human exploration using Entropy Mastermind.

[BibT_eX]

[DOI]

Proceedings of the 41th Annual Meeting of the Cognitive Science Society, 2019

Heuristics, hacks, and habits: Boundedly optimal approaches to learning, reasoning and decision making.

[BibT_eX]

[DOI]

Proceedings of the 41th Annual Meeting of the Cognitive Science Society, 2019

Masterminding in Education: Bringing cognition, emotion and motivation together in a unified mathematical framework.

[BibT_eX]

[DOI]

Proceedings of the 41th Annual Meeting of the Cognitive Science Society, 2019

2018

Generalization and Search in Risky Environments.

[BibT_eX]

[DOI]

Cogn. Sci., 2018

Connecting conceptual and spatial search via a model of generalization.

[BibT_eX]

[DOI]

Proceedings of the 40th Annual Meeting of the Cognitive Science Society, 2018

Learning list concepts through program induction.

[BibT_eX]

[DOI]

Proceedings of the 40th Annual Meeting of the Cognitive Science Society, 2018

Is covariance ignorance responsible for the success of heuristics?

[BibT_eX]

[DOI]

Paula Parpart

Proceedings of the 40th Annual Meeting of the Cognitive Science Society, 2018

Adaptive planning in human search.

[BibT_eX]

[DOI]

Proceedings of the 40th Annual Meeting of the Cognitive Science Society, 2018

Active Function Learning.

[BibT_eX]

[DOI]

Proceedings of the 40th Annual Meeting of the Cognitive Science Society, 2018

Learning to act by integrating mental simulations and physical experiments.

[BibT_eX]

[DOI]

Proceedings of the 40th Annual Meeting of the Cognitive Science Society, 2018

Learning as program induction.

[BibT_eX]

[DOI]

Proceedings of the 40th Annual Meeting of the Cognitive Science Society, 2018

2017

Mapping the unknown: The spatially correlated multi-armed bandit.

[BibT_eX]

[DOI]

Proceedings of the 39th Annual Meeting of the Cognitive Science Society, 2017

It is new, but will it be good? Context-driven exploration of novel options.

[BibT_eX]

[DOI]

Hrvoje Stojic

Proceedings of the 39th Annual Meeting of the Cognitive Science Society, 2017

Strategic exploration in human adaptive control.

[BibT_eX]

[DOI]

Proceedings of the 39th Annual Meeting of the Cognitive Science Society, 2017

Amortized Hypothesis Generation.

[BibT_eX]

[DOI]

Proceedings of the 39th Annual Meeting of the Cognitive Science Society, 2017

2016

Probing the Compositionality of Intuitive Functions.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

Simple trees in complex forests: Growing Take The Best by Approximate Bayesian Computation.

[BibT_eX]

[DOI]

Björn Meder

Proceedings of the 38th Annual Meeting of the Cognitive Science Society, 2016

Better safe than sorry: Risky function exploitation through safe optimization.

[BibT_eX]

[DOI]

Proceedings of the 38th Annual Meeting of the Cognitive Science Society, 2016

2015

Assessing the Perceived Predictability of Functions.

[BibT_eX]

[DOI]

Proceedings of the 37th Annual Meeting of the Cognitive Science Society, 2015

Learning and decisions in contextual multi-armed bandit tasks.

[BibT_eX]

[DOI]

Emmanouil Konstantinidis

Proceedings of the 37th Annual Meeting of the Cognitive Science Society, 2015

Active learning as a means to distinguish among prominent decision strategies.

[BibT_eX]

[DOI]

Proceedings of the 37th Annual Meeting of the Cognitive Science Society, 2015

2014

Predict choice: A comparison of 21 mathematical models.

[BibT_eX]

[DOI]