EGRU: Event-based GRU for activity-sparse inference and learning. - Anand Subramoney; Khaleelulla Khan Nazeer; Mark Schöne; Christian Mayr 001; David Kappel (CoRR, 2022)

Efficient recurrent architectures through activity sparsity and sparse back-propagation through time. - Anand Subramoney; Khaleelulla Khan Nazeer; Mark Schöne; Christian Mayr 001; David Kappel (ICLR, 2023)

Activity Sparsity Complements Weight Sparsity for Efficient RNN Inference. - Rishav Mukherji; Mark Schöne; Khaleelulla Khan Nazeer; Christian Mayr 001; Anand Subramoney (CoRR, 2023)

Language Modeling on a SpiNNaker 2 Neuromorphic Chip. - Khaleelulla Khan Nazeer; Mark Schöne; Rishav Mukherji; Christian Mayr 001; David Kappel; Anand Subramoney (CoRR, 2023)

Language Modeling on a SpiNNaker2 Neuromorphic Chip. - Khaleelulla Khan Nazeer; Mark Schöne; Rishav Mukherji; Bernhard Vogginger; Christian Mayr 001; David Kappel; Anand Subramoney (AICAS, 2024)

Weight Sparsity Complements Activity Sparsity in Neuromorphic Language Models. - Rishav Mukherji; Mark Schöne; Khaleelulla Khan Nazeer; Christian Mayr 001; David Kappel; Anand Subramoney (ICONS, 2024)

Scalable Event-by-Event Processing of Neuromorphic Sensory Signals with Deep State-Space Models. - Mark Schöne; Neeraj Mohan Sushma; Jingyue Zhuge; Christian Mayr 001; Anand Subramoney; David Kappel (ICONS, 2024)

SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning. - Hector A. Gonzalez; Jiaxin Huang 007; Florian Kelber; Khaleelulla Khan Nazeer; Tim Langer; Chen Liu 031; Matthias Lohrmann; Amirhossein Rostami; Mark Schöne; Bernhard Vogginger; Timo C. Wunderlich; Yexin Yan; et al. (CoRR, 2024)

STREAM: A Universal State-Space Model for Sparse Geometric Data. - Mark Schöne; Yash Bhisikar; Karan Bania; Khaleelulla Khan Nazeer; Christian Mayr 001; Anand Subramoney; David Kappel (CoRR, 2024)

A Graph Multi-separator Problem for Image Segmentation. - Jannik Irmai; Shengxian Zhao; Mark Schöne; Jannik Presberger; Bjoern Andres (J. Math. Imaging Vis., 2024)

Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate Representation. - Sirine Arfa; Bernhard Vogginger; Chen Liu 031; Johannes Partzsch; Mark Schöne; Christian Mayr 001 (NICE, 2025)

Implicit Language Models are RNNs: Balancing Parallelization and Expressivity. - Mark Schöne; Babak Rahmani; Heiner Kremer; Fabian Falck; Hitesh Ballani; Jannes Gladrow (CoRR, 2025)