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@@ -59,8 +59,11 @@ must hold in a hardware-independent cost coordinate as well as GTX-1080 wall tim ### C4. The comparison set contains the closest alternatives -The main comparison must include exact BP, FA, DFA, direct/unamortized node perturbation, Dual Prop, -and a burst/dendritic credit-assignment method such as BurstCCN. EP remains an informative +The main comparison must include exact BP, FA, DFA, direct/unamortized node perturbation, learned +direct node-perturbation feedback (Lansdell et al. 2020), Dual Prop, and BurstCCN. The Lansdell +method is the exact no-traffic/P=0 backbone of the current implementation, not merely a related +baseline. BurstCCN is already demonstrated on CIFAR-10 and ImageNet and already models the Harnett +BCI signatures, so it is the strongest dendritic/scaling comparator. EP remains an informative relaxation-based baseline. Forward-Forward and PEPITA are appendix context unless they become competitive under the frozen protocol. @@ -108,10 +111,11 @@ claim is explicitly computational rather than a fit to cortical data. ## Oral bar A: standard deep architectures Prepare convolutional local-update primitives and ResNet-20/32/56 protocols early. Queue frozen -runs opportunistically on authorized idle GPUs. The oral-level target is a memorable joint result: -near-BP accuracy in a genuinely deep standard model, a win over the strongest local baseline, and -a nondominated accuracy–hardware-independent-cost point. Scale alone is not enough if C1 does not -show that somato-dendritic innovation is the load-bearing operation. +runs opportunistically on authorized idle GPUs. Because BurstCCN already reports CIFAR-10 and +ImageNet scaling, dataset scale alone is not novel. The oral-level target is a memorable joint +result: near-BP accuracy in a standard architecture, a win over or materially simpler/lower-cost +regime than BurstCCN, and a nondominated accuracy–hardware-independent-cost point. Scale alone is +also insufficient if C1 does not show that somato-dendritic innovation is load-bearing. ## Stop conditions |
