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cs.LG2026
Genetic Generalized Additive Models
Kaaustaaub Shankar, Kelly Cohen
Generalized Additive Models (GAMs) balance predictive accuracy and interpretability, but manually configuring their structure is challenging. We propose using the multi-objective g…
cs.LG2025
On-Policy Optimization of ANFIS Policies Using Proximal Policy Optimization
Kaaustaaub Shankar, Wilhelm Louw, Kelly Cohen
We present a reinforcement learning method for training neuro-fuzzy controllers using Proximal Policy Optimization (PPO). Unlike prior approaches that used Deep Q-Networks (DQN) wi…
cs.LG2025
Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models
Magnus Sieverding, Nathan Steffen, Kelly Cohen
This paper presents a performance benchmarking study of a Gradient-Optimized Fuzzy Inference System (GF) classifier against several state-of-the-art machine learning models, includ…