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#graph neural networks Open access Sep 2026

τ-TCPN: A Causal Topology Self-Organizing Framework via Phase-Coupled Temporal Cut Points — From Deadlock to Emergent Multi-Path Reasoning

We present τ-TCPN (Temporal-Cut-Point Causal Fusion Network), a deterministic, training-free framework for autonomous causal reasoning. Unlike probabilistic neural networks that rely on gradient descent and approximate inference, τ-TCPN models neurons as discrete temporal cut points with hard causal compatibility const...

You Zhang · 0 citations
#graph neural networks Open access Sep 2026

τ-TCPN: A Causal Topology Self-Organizing Framework via Phase-Coupled Temporal Cut Points — From Deadlock to Emergent Multi-Path Reasoning

We present τ-TCPN (Temporal-Cut-Point Causal Fusion Network), a deterministic, training-free framework for autonomous causal reasoning. Unlike probabilistic neural networks that rely on gradient descent and approximate inference, τ-TCPN models neurons as discrete temporal cut points with hard causal compatibility const...

You Zhang · 0 citations

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