no code implementations • 20 Feb 2024 • Ehud Ahissar, Daniel Polani, Merav Ahissar
We review existing data showing that cascades of neural circuits can convert between analog and digital signals, thereby linking physical and mental processes.
no code implementations • 25 Oct 2023 • Hippolyte Charvin, Nicola Catenacci Volpi, Daniel Polani
The presence of symmetries imposes a stringent set of constraints on a system.
no code implementations • 29 Dec 2022 • Stas Tiomkin, Ilya Nemenman, Daniel Polani, Naftali Tishby
Biological systems often choose actions without an explicit reward signal, a phenomenon known as intrinsic motivation.
no code implementations • 22 Dec 2021 • Nicola Catenacci Volpi, Martin Greaves, Dari Trendafilov, Christoph Salge, Giovanni Pezzulo, Daniel Polani
The mastery of skills such as playing tennis or balancing an inverted pendulum implies a very accurate control of movements to achieve the task goals.
1 code implementation • 5 Nov 2021 • Karen Archer, Nicola Catenacci Volpi, Franziska Bröker, Daniel Polani
This induces a geometry that increasingly differs from the original geometry of the given world as information costs become increasingly important.
no code implementations • 28 Aug 2020 • Fernando E. Rosas, Pedro A. M. Mediano, Martin Biehl, Shamil Chandaria, Daniel Polani
We introduce a novel framework to identify perception-action loops (PALOs) directly from data based on the principles of computational mechanics.
1 code implementation • NeurIPS 2020 • Yuqing Du, Stas Tiomkin, Emre Kiciman, Daniel Polani, Pieter Abbeel, Anca Dragan
One difficulty in using artificial agents for human-assistive applications lies in the challenge of accurately assisting with a person's goal(s).
no code implementations • 14 Feb 2020 • Marcus M. Scheunemann, Christoph Salge, Daniel Polani, Kerstin Dautenhahn
A challenge in using robots in human-inhabited environments is to design behavior that is engaging, yet robust to the perturbations induced by human interaction.
no code implementations • 17 Jun 2019 • Andrei D. Robu, Christoph Salge, Chrystopher L. Nehaniv, Daniel Polani
Clock cascades show a "condensation effect" and the composite clock shows various regimes of markedly different dynamics.
no code implementations • 22 Apr 2019 • Marcus M. Scheunemann, Sander G. van Dijk, Rebecca Miko, Daniel Barry, George M. Evans, Alessandra Rossi, Daniel Polani
We participated in the RoboCup 2018 competition in Montreal with our newly developed BoldBot based on the Darwin-OP and mostly self-printed custom parts.
no code implementations • 21 Jun 2018 • Martin Biehl, Christian Guckelsberger, Christoph Salge, Simón C. Smith, Daniel Polani
Research on intrinsic motivations may profit from an additional way to implement intrinsically motivated agents that also share the biological plausibility of active inference.
no code implementations • 12 Jun 2017 • Martin Biehl, Daniel Polani
This is a contribution to the formalization of the concept of agents in multivariate Markov chains.
no code implementations • 18 May 2016 • Martin Biehl, Takashi Ikegami, Daniel Polani
We present some arguments why existing methods for representing agents fall short in applications crucial to artificial life.
no code implementations • 3 Jun 2014 • Christoph Salge, Cornelius Glackin, Daniel Polani
In this paper we investigate how the information-theoretic measure of agent empowerment can provide a task-independent, intrinsic motivation to restructure the world.
no code implementations • 14 Oct 2013 • Christoph Salge, Daniel Polani
One of the remarkable feats of intelligent life is that it restructures the world it lives in for its own benefit.
2 code implementations • 7 Oct 2013 • Christoph Salge, Cornelius Glackin, Daniel Polani
This book chapter is an introduction to and an overview of the information-theoretic, task independent utility function "Empowerment", which is defined as the channel capacity between an agent's actions and an agent's sensors.