Anna Levina

Publication Activity (10 Years)

Years Active: 2005-2024
Publications (10 Years): 19

Top Topics

Bayesian Framework

Locally Adaptive

Top Venues

PLoS Comput. Biol.

Publications

Aaron Spieler, Nasim Rahaman, Georg Martius, Bernhard Schölkopf, Anna Levina
The Expressive Leaky Memory Neuron: an Efficient and Expressive Phenomenological Neuron Model Can Solve Long-Horizon Tasks. ICLR (2024)
Tanguy Fardet, Emmanouil Giannakakis, Lukas Paulun, Anna Levina
Revising clustering and small-worldness in brain networks. CoRR (2024)
Andreas René Geist, Jonas Frey, Mikel Zobro, Anna Levina, Georg Martius
Learning with 3D rotations, a hitchhiker's guide to SO(3). CoRR (2024)
Emmanouil Giannakakis, Sina Khajehabdollahi, Anna Levina
Network bottlenecks and task structure control the evolution of interpretable learning rules in a foraging agent. CoRR (2024)
Sina Khajehabdollahi, Roxana Zeraati, Emmanouil Giannakakis, Tim Jakob Schäfer, Georg Martius, Anna Levina
Emergent mechanisms for long timescales depend on training curriculum and affect performance in memory tasks. ICLR (2024)
Mani Hamidi, Sina Khajehabdollahi, Emmanouil Giannakakis, Tim Schäfer, Anna Levina, Charley M. Wu
Modular Growth of Hierarchical Networks: Efficient, General, and Robust Curriculum Learning. CoRR (2024)
Aaron Spieler, Nasim Rahaman, Georg Martius, Bernhard Schölkopf, Anna Levina
The ELM Neuron: an Efficient and Expressive Cortical Neuron Model Can Solve Long-Horizon Tasks. CoRR (2023)
Sina Khajehabdollahi, Roxana Zeraati, Emmanouil Giannakakis, Tim Jakob Schäfer, Georg Martius, Anna Levina
Emergent mechanisms for long timescales depend on training curriculum and affect performance in memory tasks. CoRR (2023)
Sina Khajehabdollahi, Emmanouil Giannakakis, Victor Buendia, Georg Martius, Anna Levina
Locally adaptive cellular automata for goal-oriented self-organization. CoRR (2023)
Sina Khajehabdollahi, Jan Prosi, Georg Martius, Anna Levina
When to be critical? Performance and evolvability in different regimes of neural Ising agents. CoRR (2023)
Sina Khajehabdollahi, Jan Prosi, Emmanouil Giannakakis, Georg Martius, Anna Levina
When to Be Critical? Performance and Evolvability in Different Regimes of Neural Ising Agents. Artif. Life 28 (4) (2022)
Roxana Zeraati, Tatiana A. Engel, Anna Levina
A flexible Bayesian framework for unbiased estimation of timescales. Nat. Comput. Sci. 2 (3) (2022)
Sina Khajehabdollahi, Emmanouil Giannakakis, Jan Prosi, Anna Levina
Reservoir computing with self-organizing neural oscillators. ALIFE (2021)
Sina Khajehabdollahi, Georg Martius, Anna Levina
Assessing aesthetics of generated abstract images using correlation structure. CoRR (2021)
Tanguy Fardet, Anna Levina
Weighted directed clustering: interpretations and requirements for heterogeneous, inferred, and measured networks. CoRR (2021)
Jan Prosi, Sina Khajehabdollahi, Emmanouil Giannakakis, Georg Martius, Anna Levina
The dynamical regime and its importance for evolvability, task performance and generalization. CoRR (2021)
Jan Prosi, Sina Khajehabdollahi, Emmanouil Giannakakis, Georg Martius, Anna Levina
The dynamical regime and its importance for evolvability, task performance and generalization. ALIFE (2021)
Tanguy Fardet, Anna Levina
Simple models including energy and spike constraints reproduce complex activity patterns and metabolic disruptions. PLoS Comput. Biol. 16 (12) (2020)
Sina Khajehabdollahi, Georg Martius, Anna Levina
Assessing Aesthetics of Generated Abstract Images Using Correlation Structure. SSCI (2019)
Felix Effenberger, Jürgen Jost, Anna Levina
Self-organization in Balanced State Networks by STDP and Homeostatic Plasticity. PLoS Comput. Biol. 11 (9) (2015)
Maximilian Uhlig, Anna Levina, Theo Geisel, J. Michael Herrmann
Critical dynamics in associative memory networks. Frontiers Comput. Neurosci. 7 (2013)
Anna Levina, Udo Ernst, J. Michael Herrmann
Criticality of avalanche dynamics in adaptive recurrent networks. Neurocomputing 70 (10-12) (2007)
Anna Levina, J. Michael Herrmann, Theo Geisel
Dynamical Synapses Give Rise to a Power-Law Distribution of Neuronal Avalanches. NIPS (2005)