← Annual ConferencePast Edition · 2024Rome, Italy
Fifth International Conference on the Mathematics of Neuroscience and AI
Rome, 2024
Tuesday 28th - Friday 31st May, 2024. Villa Wolkonsky, Rome.

Two decades into the 21st century, how close are we to to a unified mathematical model of the brain? How close are we to building an artificial intelligence that can surpass it?

In this exploratory symposium, we invite submissions presenting mathematical models of brain function or computational ideas about intelligence. We give priority to those models that can account for brain or behavioural data, or provide simulations to that effect.

One of the major scientific projects of the 20th century was the study of computation. We could build devices that could carry out some of the operations previously only possible in the human mind. This analogy and perspective has proven extremely productive, with neural and cognitive theories inspiring the development of powerful algorithms and vice versa in the computational study of the brain and mind.

In this convention we aim to identify and develop novel computational frameworks for the study of the brain and mind and take those findings back into the creation of novel algorithms for solving difficult problems and simulating intelligence.

Our content comes from four main fields: biocomputation, neural theory, cognitive science and machine learning/artificial intelligence (AI). Each of these fields has developed a distinct computational language and set of concepts pertaining to a set of overlapping underlying principles.

By bringing leading researchers together from these fields together in online and offline settings, we aim to build bridges between them, such that novel findings, insights and frameworks can take spark.

Keynote Speakers
Professor Peter Dayan
Keynote
Professor Peter Dayan
Max Planck Institute, Tübingen
Professor Sophie Deneve
Keynote
Professor Sophie Deneve
Ecole Normale Supérieure, Paris
Professor Kevin Ellis
Keynote
Professor Kevin Ellis
Cornell University
Dr Feryal Behbahani
Keynote
Dr Feryal Behbahani
Google DeepMind
Professor Mackenzie Mathis
Keynote
Professor Mackenzie Mathis
EPFL
Professor Anne Collins
Keynote
Professor Anne Collins
UC Berkeley
Professor Wolfgang Maass
Keynote
Professor Wolfgang Maass
Technische Universität Graz
Dr Giovanni Pezzulo
Keynote
Dr Giovanni Pezzulo
National Research Council of Italy, Rome
Schedule

Tues 28th May 2024 (UTC+1)

Session 1: Artificial Intelligence
08:00 - 09:00Check in and registration
09:30Opening remarks. Dr Ruairidh Battleday and Professor Dan Nicolau Jr
09:50 - 10:00Session Introduction (Dr Ishita Dasgupta and Dr Ilia Sucholutsky)
10:00 - 10:40Keynote: Professor Kevin Ellis (Cornell): Doing Experiments and Acquiring Concepts using Language and Code
10:40 - 11:00Dr Andre Barreto (Google DeepMind): Generalised Policy Updates and Neuroscience
11:00 - 11:20Coffee Break
11:20 - 11:40Dr Ilia Sucholutsky (Princeton): Learning from Almost no Data
11:40 - 12:00Dr Wilka Carvalho (Harvard): Predictive Representations: Building Blocks of Intelligence
12:20 - 14:00Lunch
14:00 - 14:20Professor Rafal Bogacz (Oxford): Modelling Diverse Learning Tasks with Predictive Coding
14:20 - 15:40Spotlights
15:40 - 16:00Coffee Break
16:00 - 16:40Keynote: Dr Feryal Behbahani (DeepMind)
16:40 - 17:20Panel: Fundamental Challenges in AI Research
17:20 - 19:00Welcome reception (Villa Wolkonsky)

Weds 29th May 2024 (UTC+1)

Session 2: Biocomputation
09:50 - 10:00Session Introduction (Professor Dan Nicolau Jr and Yasmine Ayman)
10:00 - 10:20Professor Dan Nicolau Jr (KCL): A Rose by Any Other Name: Towards a Mathematical Theory of the Neuroimmune System
10:20 - 10:40Professor Christine Grienberger (Brandeis): Dendritic Computations Underlying Experience-Dependent Hippocampal Representation
11:00 - 11:20Coffee Break
11:20 - 12:20Spotlights
12:20 - 14:00Lunch
14:00 - 14:40Keynote: Professor Wolfgang Maass (Technische Universität Graz): Local Prediction-Learning in High-Dimensional Spaces Enables Neural Networks to Plan
14:40 - 15:00Dr James Whittington (Oxford/Stanford/Zyphra): Unifying the Mechanisms of the Hippocampal and Prefrontal Cognitive Maps
15:00 - 16:00Poster Session 1
16:00 - 16:20Professor Najoung Kim (BU, Google; REMOTE): Comparing Human and Machine Inductive Biases for Compositional Linguistic Generalization Using Semantic Parsing: Results and Methodological Challenges
16:20 - 17:00Virtual Poster Session
21:00 - 22:00Neuromonster Arts Salon (Taylor Beck; Hotel San Giovanni, Downstairs Meeting Room)

Thurs 30th May 2024 (UTC+1)

Session 3: Cognitive science
09:50 - 10:00Session Introduction (Dr Antonella Maselli and Dr Ruairidh Battleday)
10:00 - 10:40Keynote: Professor Anne Collins: Pitfalls and advances in computational cognitive modeling
10:40 - 11:00Professor Bill Thompson (University of California, Berkeley): Interactive Discovery of Program-like Social Norms
11:00 - 11:20Coffee Break
11:20 - 11:40Dr Fred Callaway (NYU / Harvard): Cultural evolution of compositional problem solving
11:40 - 12:00Dr Maria Eckstein (DeepMind): Understanding Human Learning and Abstraction Using Cognitive Models and Artificial Neural Networks
12:00 - 12:20Professor Samuel McDougle (Yale): Abstractions in Motor Memory and Planning
12:20 - 14:00Lunch
14:00 - 14:40Keynote: Dr Giovanni Pezzulo (NRC of Italy): Embodied decision-making and planning
14:40 - 15:00Professor Dagmar Sternad (Northeastern): Predictability and stability in the manipulation of complex objects
15:00 - 15:40Spotlights
15:40 - 16:00Coffee Break
16:00 - 16:20Spotlights
16:20 - 17:00Poster Session 2
19:30Coaches leave Hotel San Giovanni for Conference Dinner

Fri 31st May 2024 (UTC+1)

Session 4: Neural theory
09:50 - 10:00Session Introduction (Dr James Whittington and Dr Francesca Mastrogiuseppe)
10:00 - 10:40Keynote: Professor Peter Dayan: Controlling the Controller: Instrumental Manipulations of Pavlovian Influences via Dopamine
10:40 - 11:00Dr Sophia Sanborn (Science): Symmetry and Universality
11:00 - 11:20Coffee Break
11:20 - 11:40Professor Athena Akrami (UCL): Circuits And Computations For Learning And Exploiting Sensory Statistics
11:40 - 12:00Professor Nicolas Brunel (Duke): Roles Of Inhibition In Shaping The Response Of Cortical Networks
12:20 - 14:00Lunch
14:00 - 14:20Dr Lea Duncker (Stanford): Evaluating Dynamical Systems Hypotheses Using Direct Neural Perturbations
14:20 - 14:40Dr Kris Jensen (UCL): An Attractor Model Of Planning In Frontal Cortex
14:40 - 15:40Spotlights
15:40 - 16:00Coffee Break
16:00 - 16:40Keynote: Professor Mackenzie Mathis (EPFL): Learnable Neural Dynamics
16:40 - 17:20Panel: The Future of Computational Neuroscience
17:20 - 19:00Closing reception (Villa Wolkonsky)
Topics Covered
BiocomputationCognition/ProtocognitionNeural Circuits and ANNsComputational NeuroscienceMachine LearningArtificial intelligenceMathematical Approaches to ConsciousnessAlgorithmic ScienceComputational Social Science
Sponsors
Gatsby Charitable FoundationThe Kavli FoundationTempleton World Charity FoundationGoogle DeepMindAIJHarvard University, Department of PsychologyEuropean Research Council
Conference Chairs
Dr Ruairidh Battleday
Chair
Dr Ruairidh Battleday
Harvard · MIT
Dr James Whittington
Chair
Dr James Whittington
Stanford · Oxford
Dr Giovanni Pezzulo
Chair
Dr Giovanni Pezzulo
CONAN Lab, CNR Italy
Prof. Dan V. Nicolau Jr
Chair
Prof. Dan V. Nicolau Jr
King's College London · Oxford