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cs.LG2025
Optimizing Sensory Neurons: Nonlinear Attention Mechanisms for Accelerated Convergence in Permutation-Invariant Neural Networks for Reinforcement Learning
Junaid Muzaffar, Khubaib Ahmed, Ingo Frommholz +2
Training reinforcement learning (RL) agents often requires significant computational resources and prolonged training durations. To address this challenge, we build upon prior work…
cs.LG2023★ 3 cited
Cooperation Is All You Need
Ahsan Adeel, Junaid Muzaffar, Fahad Zia +5
Going beyond 'dendritic democracy', we introduce a 'democracy of local processors', termed Cooperator. Here we compare their capabilities when used in permutation invariant neural…