3 papers
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.NE2025
Context-sensitive neocortical neurons transform the effectiveness and efficiency of neural information processing
Khubaib Ahmed, Ahsan Adeel, Mario Franco +1
Deep learning (DL) has big-data processing capabilities that are as good, or even better, than those of humans in many real-world domains, but at the cost of high energy requiremen…
cs.LG2025
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…