no code implementations • 9 Feb 2023 • Ruiqi He, Falk Lieder
How is it that humans can solve complex planning tasks so efficiently despite limited cognitive resources?
1 code implementation • 6 Feb 2023 • Lovis Heindrich, Saksham Consul, Falk Lieder
To bridge this gap, we developed the first metareasoning algorithm for discovering resource-rational strategies for human planning in partially observable environments.
no code implementations • 6 Feb 2023 • Nishad Singhi, Florian Mohnert, Ben Prystawski, Falk Lieder
This creates an untapped opportunity to derive practical recommendations for which subgoals managers and individuals should set from cognitive models of bounded rationality.
1 code implementation • 5 Mar 2022 • Frederic Becker, Julian Skirzyński, Bas van Opheusden, Falk Lieder
Designing such decision aids used to be a tedious manual process.
1 code implementation • 3 Jan 2022 • Ruiqi He, Yash Raj Jain, Falk Lieder
People's decisions about how to allocate their limited computational resources are essential to human intelligence.
1 code implementation • 29 Sep 2021 • Julian Skirzynski, Yash Raj Jain, Falk Lieder
Our method utilizes a new algorithm, called Human-Interpret, that performs imitation learning to describe sequences of planning operations in terms of a procedural formula and then translates that formula to natural language.
no code implementations • 14 Sep 2021 • Saksham Consul, Jugoslav Stojcheski, Valkyrie Felso, Falk Lieder
We test the accuracy of the incentivised to-do list by comparing the performance of the strategy with the points computed exactly using Value Iteration for a variety of case studies.
no code implementations • 31 Jan 2021 • Saksham Consul, Lovis Heindrich, Jugoslav Stojcheski, Falk Lieder
Future work can leverage our method to develop decision support systems that improve human decision making in the real world.
1 code implementation • 12 Aug 2020 • Jugoslav Stojcheski, Valkyrie Felso, Falk Lieder
Optimal gamification strives to help people overcome these problems by incentivizing each task by a number of points that communicates how valuable it is in the long-run.
1 code implementation • 24 May 2020 • Julian Skirzyński, Frederic Becker, Falk Lieder
Our algorithm combines recent advances in imitation learning and program induction with a new clustering method for identifying a large subset of demonstrations that can be accurately described by a simple, high-performing decision rule.
no code implementations • 18 Nov 2017 • Frederick Callaway, Sayan Gul, Paul M. Krueger, Thomas L. Griffiths, Falk Lieder
The efficient use of limited computational resources is an essential ingredient of intelligence.
no code implementations • NeurIPS 2014 • Falk Lieder, Dillon Plunkett, Jessica B. Hamrick, Stuart J. Russell, Nicholas Hay, Tom Griffiths
Rational metareasoning appears to be a promising framework for reverse-engineering how people choose among cognitive strategies and translating the results into better solutions to the algorithm selection problem.
no code implementations • NeurIPS 2012 • Falk Lieder, Tom Griffiths, Noah Goodman
Therefore minds and machines have to approximate Bayesian inference.