Programme
International Workshop on
Reliable and Sustainable Neuromorphic Hardware
28th to 30th of May 2025, York, UK
8:30 – 9:00 |
Registration |
9:00 – 9:15 |
Welcome |
9:15 – 10:05 |
Self-Organisation in Brain Development (Session chair: Martin Trefzer) |
10:05 – 10:30 |
Real-time Factor vs. Energy per Synaptic Event:
a Cortical Network Model Drives Neuromorphic Computing |
10:30 – 10:50 |
Coffee / Tea |
10:50 – 11:40 |
Neuromorphic
Systems: Sensor-Driven Insights into the Future (Session chair: Jim Harkin) |
11:40 – 12:05 |
NASIC: Fully Digital Neuromorphic
Auditory Sensor Implemented on ASIC |
12:05 – 12:30 |
Bio-Inspired Neural CoDecs
for Audio Compression using SNNs |
12:30 – 14:00 |
Lunch |
14:00 – 14:50 |
Towards
Bio-Inspired Computer Vision (Session chair: Andrew Walter) |
14:50 – 15:15 |
A Neuromorphic Multi-scale
Approach for Real-Time Heart Rate and State Detection |
15:15 – 15:40 |
Hybrid Resistive Switching – The Best of Filaments
and Interfaces |
15:40 – 16:00 |
Coffee / Tea |
16:00 – 16:25 |
Explaining Memristive
Reservoirs: A Neuro Coding-Based Approach (Session chair: Martin Trefzer) |
16:25 – 16:50 |
Title TBC |
16:50 – 17:05 |
Posters and Demos Opening |
19:00 |
Dinner at the National Railway Museum |
8:30 – 9:00 |
Registration |
9:00 – 9:50 |
SpiNNaker2:
Large-scale Digital Neuromorphic Computing (Session chair: Andy Tyrrell) |
9:50 – 10:15 |
Calcium-based Synaptic Plasticity on
Analog Neuromorphic Platform BrainScaleS-2 |
10:15 – 10:40 |
Efficient Event-based Delay Learning in
Spiking Neural Networks |
10:40 – 11:00 |
Coffee / Tea |
11:00 – 11:50 |
Brain-inspired
Dynamic Sparsity in Neuromorphic AI Systems (Session chair: Liam McDaid) |
11:50 – 12:15 |
Auto-adjoint method for Spiking Neural
Networks |
12:15 – 13:30 |
Lunch |
13:30 – 14:20 |
Natively
Flexible ML Chips at the Extreme Edge (Session chair: Shimeng Wu) |
14:20 – 14:45 |
Developmental Graph Cellular Automata Can
Grow Reservoirs |
14:45 – 15:10 |
Post-processing Methods for Optimising Physical Reservoir Computers |
15:10 |
Coffee / Tea |
15:10 – 17:00 |
Poster and Demo Session |
|
A
Breakthrough in Low-Power AER Routing for Multicore Edge Neuromorphic
Processors A
Controller for Adaptive Neuromorphic Sensing using Active Efficient Coding AISCA:
AI-Specific Computing Architectures for Bridging the AI Performance Gap Biologically
Inspired Spiking Neural Network for Autonomous Robot Control Channel
Estimation with Reservoir Computing Detecting
Processor Anomalies via Opcode Monitoring using Artificial Neural
Microcircuits End
to end speech Classification using Reservoir Computing FeNN: A RISC-V vector processor for
Spiking Neural Network acceleration Magic
Fabric or Thread: Tradeoffs Between Memory and Compute in ESNs ANTShapes: A Neuromorphic Dataset
Generator for Anomaly Detection Multi-Input
Control Tasks in Delay-Feedback Reservoir Computing NEST
GPU Simulations Scale Up to Networks of Billions of Spiking Neurons and
Trillions of Synapses Neuromorphic
Computing for Classifying Error Severity in System-on-Chip Architectures Neuromorphic
Computing for Resource-Efficient Autonomous Systems Neuromorphic
Quantum System: From Cortical Layers to “Dangling” Nonlinear
Dynamics of Coupled NEMS Resonators: Towards Physical Neuromorphic Reservoir
Computing Sliding
Window Training for Liquid State Machine Smart
Watchdog Mechanism for Fault Detection in RISC-V Spiking
Scallop: A Neuromorphic Model for Directional Sensing and Response in
Biological Systems State-space
Models for Sparse Geometric and Event Data |
17:00 |
York City Sightseeing Tour |
8:30 – 9:00 |
Registration |
9:00 – 9:50 |
Nervous
Systems in Hardware (Session chair: Tian Gan) |
9:50 – 10:15 |
STDP-Trained Spiking Neural Network
Reliability Assessment Through Fault Injections |
10:15 – 10:40 |
Kolmogorov Arnold Networks with Analogue
Electronic Filters |
10:40 – 11:00 |
Coffee / Tea |
11:00 – 11:50 |
Co-Design
for Neuromorphic Computing Systems (Session chair: Nidhin Thandassery) |
11:50 – 12:15 |
Photonic Integrated Chaotic Microcavities
for Extreme Machine Learning |
12:15 – 13:05 |
Introduction
to Neuromorphic Computing at Intel |
13:05 |
Closing Remarks Followed by Lunch / Coffee / Tea / Networking |