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cs.AI2025
Causal Autoencoder-like Generation of Feedback Fuzzy Cognitive Maps with an LLM Agent
Akash Kumar Panda, Olaoluwa Adigun, Bart Kosko
A large language model (LLM) can map a feedback causal fuzzy cognitive map (FCM) into text and then reconstruct the FCM from the text. This explainable AI system approximates an id…
stat.ML2025
Soft Diamond Regularizers for Deep Learning
Olaoluwa Adigun, Bart Kosko
This chapter presents the new family of soft diamond synaptic regularizers based on thick-tailed symmetric alpha stable probability bell curves. These new parametrized weigh…
cs.LG2025
Bidirectional Variational Autoencoders
Bart Kosko, Olaoluwa Adigun
We present the new bidirectional variational autoencoder (BVAE) network architecture. The BVAE uses a single neural network both to encode and decode instead of an encoder-decoder…