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Poornima Ramesh

2 accepted papers

2023

Meta-learning families of plasticity rules in recurrent spiking networks using simulation-based inference

NeurIPS 2023poster

There is substantial experimental evidence that learning and memory-related behaviours rely on local synaptic changes, but the search for distinct plasticity rules has been driven by human intuition, with limited success for multiple, co-active plasticity rules in biological networks. More recently,…

Cited by 7SourcePDFScholar
2022

GATSBI: Generative Adversarial Training for Simulation-Based Inference

ICLR 2022poster

Simulation-based inference (SBI) refers to statistical inference on stochastic models for which we can generate samples, but not compute likelihoods. Like SBI algorithms, generative adversarial networks (GANs) do not require explicit likelihoods. We study the relationship between SBI and GANs, and i…