Building machines that learn and think with people

KM Collins, I Sucholutsky, U Bhatt, K Chandra… - Nature human …, 2024 - nature.com
What do we want from machine intelligence? We envision machines that are not just tools
for thought but partners in thought: reasonable, insightful, knowledgeable, reliable and …

Meta-learned models of cognition

M Binz, I Dasgupta, AK Jagadish… - Behavioral and Brain …, 2024 - cambridge.org
Psychologists and neuroscientists extensively rely on computational models for studying
and analyzing the human mind. Traditionally, such computational models have been hand …

International Scientific Report on the Safety of Advanced AI (Interim Report)

Y Bengio, S Mindermann, D Privitera… - arxiv preprint arxiv …, 2024 - arxiv.org
This is the interim publication of the first International Scientific Report on the Safety of
Advanced AI. The report synthesises the scientific understanding of general-purpose AI--AI …

Between world models and model worlds: on generality, agency, and worlding in machine learning

K Mitrokhov - AI & SOCIETY, 2024 - Springer
The article offers a discursive account of what generality in machine learning research
means and how it is constructed in the development of general artificial intelligence from the …

Words in Motion: Representation Engineering for Motion Forecasting

OS Tas, R Wagner - arxiv preprint arxiv:2406.11624, 2024 - arxiv.org
Motion forecasting transforms sequences of past movements and environment context into
future motion. Recent methods rely on learned representations, resulting in hidden states …

Humanlike Behavior in a Third-Person Shooter with Imitation Learning

AR Farhang, B Mulcahy, D Holden… - … IEEE Conference on …, 2024 - ieeexplore.ieee.org
We tackle the problem of generating humanlike bot behavior by learning from human
demonstrations. We developed a controlled gym environment to collect data on a subset of …

[PDF][PDF] My Imaginary Friend is a Gamer: Implications of Introducing LMs to Multiplayer Games

A Ganz, J Laitila, MA Sicart, L Floridi - Available at SSRN, 2024 - academia.edu
Artificial Intelligence and computer games have been closely related since the first single-
player games were made. From AI-powered companions and foes to procedurally …

Meta-learning: Data, architecture, and both

M Binz, I Dasgupta, A Jagadish, M Botvinick… - Behavioral and Brain …, 2024 - cambridge.org
We are encouraged by the many positive commentaries on our target article. In this
response, we recapitulate some of the points raised and identify synergies between them …

International Scientific Report on the Safety of Advanced AI

B Yohsua, P Daniel, B Tamay, B Rishi, C Stephen… - 2024 - hal.science
We are in the midst of a technological revolution that will fundamentally alter the way we live,
work, and relate to one another. Artificial Intelligence (AI) promises to transform many …

Words in Motion: Extracting Interpretable Control Vectors for Motion Transformers

OS Tas, R Wagner - Interpretable AI: Past, Present and Future - openreview.net
Transformer-based models generate hidden states that are difficult to interpret. In this work,
we aim to interpret these hidden states and control them at inference, with a focus on motion …