Research Projects

Scroll down for a list of our research projects, organized by research unit.

Research Unit 1: Synthesizing the principles of intelligence

Photo by Freddy Marschall on Unsplash

Object-level scene descriptions and attention in visual search

©SCIoI/Felix Noak

Capabilities and consequences of recursive, hierarchical information processing in visual systems

Photo by Katharina Hohlbaum

Mouse Lock Box

Copyright Felix Noak

Intelligent kinematic problem solving

Photo by stem.T4L on Unsplash

From understanding learners’ adaptive motivation and emotion to designing social learning companions

Photo by Franziska Süß

Knowledge-augmented face perception

Copyright Olga Wudarczyk

Multimodal Interaction and Communication

Copyright Felix Noak

Anticipation, Prediction and Behavioral Reliability in Social Interactions

Courtesy of Fritz Francisco

Dynamical Collective Adaptation & Learning

A swarm of Golden Shiners. Photo: Sean Fogenburg

Learning of intelligent swarm behavior

Photo by David Bierbach

Developing exploration behavior

Photo by nicole-y-c on Unsplash

The collective dynamics underlying personal and social information integration

Photo by Markus Winkler on Unsplash

Ecologically rational strategy selection

Photo by Javi Hoffens on Unsplash

Control models of perceptual stability in active observers

© SCIoI

Understanding learning of mice in social interaction

Matthew T Rader on Unplash

Speed-accuracy tradeoffs in distributed collective decision making

Photo by Jonathan Kemper on Unsplash

Analyzing human physical reasoning and strategy exploration on physical puzzles

Photo by Andy Kelly on Unsplash

Social responsiveness and its effects on learning in human-human and human-robot interaction

Photo by Rodrigo Friscione

Shepherding Behaviour in Predator-Prey Interactions

Photo by James Wainscoat on Unsplash

Weighing personal and social information in cooperative problem solving

Photo by Sandy Millar on Unsplash

Big Mouse Data

Photo by Ganapathy Kumar on Unsplash

Self-Organised Criticality in Animal Collectives

Photo by julien Tromeur on Unsplash

Behavioral contagion in human and artificial multi-agent systems

Photo by Kanashi on Unsplash

Mouse Lock Box 2

Photo by CHUTTERSNAP on Unsplash

Parrobots II

Photo by Possessed Photography on Unsplash

Adaptivity in Learner-Teacher Interaction

Photo by Prince Patel on Unsplash

Navigating the explore-exploit trade off in collective search

Photo by Clint Bustrillos on Unsplash

Evolution of Collective Cognition Through Individual-Level Selection

Research Unit 2 -- The principles of intelligence

Copyright Felix Noak

Architectural design principles for intelligence: Modularity vs Integrity

Photo by Possessed Photography on Unsplash

Differentiable Interconnected Recursive Estimation as a Principle of Intelligence

Photo by Jordi Fernandez on Unsplash

Generating Robust and General Real-World Behavior by Exploiting Regularities at Multiple Levels of Abstraction

Research Unit 3 -- Advancing the synthetic components of intelligence

Photo by Nina Z on Unsplash

Efficient multi-task deep learning

Copyright Felix Noak

Dexterous and Sensorized Robotic Hands

Photo by Markus Spiske on Unsplash

Learning to manipulate from demonstration (to escape from a room)

Photo by Alex Knight on Unsplash

Hierarchical modularized vision system for perception-action loops

 

Photo by Steve Johnson on Unsplash

Active tracking using bioinspired event-based vision – Towards improving interpretability of individual and collective behavior

 

Courtesy of Marc Toussaint

Physical manipulation planning with differentiable closed-loop manipulation primitives

 

Photo by DeepMind on Unsplash

Efficient Model Learning from Data with Partially Incorrect Labels

 

Photo by Daniele Levis Pelusi on Unsplash

Modeling Neurogenesis for Continuous Learning

 

Research Unit 4 -- Sociological and philosopical framing

Copyright Felix Noak

Methodology of the synthetic approach

Photo by Erhan Astam on Unsplash

Ethics of intelligence

©SCIoI

Concept of intelligence

Research Unit 4 -- Additional projects

©SCIoI

Etami

Photo courtesy by Alan Akbik

Neural Representations for Lifelong Learning

Gefördert durch die Deutsche Forschungsgemeinschaft (DFG) im Rahmen der Exzellenzstrategie des Bundes und der Länder – EXC-2002/1 – Projektnummer 390523135 .
Funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany ́s Excellence Strategy – EXC-2002/1 – Projectnumber 390523135.

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