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cs.LG2026
Scalable Machines with Intrinsic Higher Mental-State Dynamics
Ahsan Adeel, M. Bilal
Drawing on recent breakthroughs in cellular neurobiology and detailed biophysical modeling linking neocortical pyramidal neurons to distinct mental-state regimes, this work introdu…
cs.LG2025
Beyond Attention: Toward Machines with Intrinsic Higher Mental States
Ahsan Adeel
Attending to what is relevant is fundamental to both the mammalian brain and modern machine learning models such as Transformers. Yet, determining relevance remains a core challeng…
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…