23 citations · 31 across the 5 of their papers we have counts for
9 papers
Empirical Boundaries of Reservoir Computing for Few-Shot Sequence Pattern Tasks
Mario Mallea, Angela Nebot, Franscisco Mugica
Efficient sequence modeling remains a fundamental challenge in machine learning. Despite the success of Transformers, recurrent neural networks (RNNs) have recently re-emerged as e…
hyperbolix: Hyperbolic Deep Learning in JAX
Timo Klein, Thomas Lang, Yllka Velaj +1
We present hyperbolix, an open-source library for hyperbolic deep learning in JAX, built on Flax NNX. To our knowledge, it is the first comprehensive, general-purpose hyperbolic de…
Understanding and Improving Hyperbolic Deep Reinforcement Learning
Timo Klein, Thomas Lang, Andrii Shkabrii +6
The exponential volume growth of hyperbolic geometry can embed the hierarchical relationships between states in reinforcement learning (RL) with far less distortion than Euclidean…
Spectral Clustering of Attributed Multi-relational Graphs
Ylli Sadikaj, Yllka Velaj, Sahar Behzadi +1
Graph clustering aims at discovering a natural grouping of the nodes such that similar nodes are assigned to a common cluster. Many different algorithms have been proposed in the l…
Generalized budgeted submodular set function maximization
Francesco Cellinese, Gianlorenzo D'Angelo, Gianpiero Monaco +1
In this paper we consider a generalization of the well-known budgeted maximum coverage problem. We are given a ground set of elements and a set of bins. The goal is to find a subse…
Stable Outcomes in Modified Fractional Hedonic Games
Gianpiero Monaco, Luca Moscardelli, Yllka Velaj
In coalition formation games self-organized coalitions are created as a result of the strategic interactions of independent agents. For each couple of agents , weight $w_{i,…