https://pypi.org/project/nsram/ Recent updates to the Python Package Index for nsram en https://pypi.org/project/nsram/0.12.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity. Full BSIM4 path: §6.1 impact ionization, §10.1 junction breakdown (Zener-like), §12 temperature scaling, §3.2 subthreshold, §5.6 velocity-saturated Vdsat, §9 flicker+thermal noise, §13 layout/stress, plus polynomial(Vg1,Vg2) parameter wrapper. GPU-batch fitting. 5 neuron models, 10 RC benchmarks, online learning. 97% XOR, 96.75% MNIST. Sun, 19 Apr 2026 06:11:49 GMT https://pypi.org/project/nsram/0.11.1/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity. BSIM4-native 2T floating-body model (impact ionization + body bias) alongside the legacy Zenodo avalanche model. 16 modules incl. BEAM (byte-level associative memory mapped to crossbar). 5 neuron models, 10 RC benchmarks, online learning. 97% XOR, 96.75% MNIST. Sat, 18 Apr 2026 16:12:49 GMT https://pypi.org/project/nsram/0.11.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity. BSIM4-native 2T floating-body model (impact ionization + body bias) alongside the legacy Zenodo avalanche model. 16 modules incl. BEAM (byte-level associative memory mapped to crossbar). 5 neuron models, 10 RC benchmarks, online learning. 97% XOR, 96.75% MNIST. Sat, 18 Apr 2026 16:05:11 GMT https://pypi.org/project/nsram/0.10.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity. 15 modules incl. BEAM (byte-level associative memory mapped to crossbar). 5 neuron models, 10 RC benchmarks, online learning. 97% XOR, 96.75% MNIST. Thu, 02 Apr 2026 12:00:43 GMT https://pypi.org/project/nsram/0.9.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity. 14 modules, 5 neuron models, 10 RC benchmarks, spike encoding, analysis tools. 97% XOR, 96.75% MNIST. Wed, 25 Mar 2026 18:49:19 GMT https://pypi.org/project/nsram/0.8.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity. 14 modules, 5 neuron models, 10 RC benchmarks, spike encoding, analysis tools. 97% XOR, 96.75% MNIST. Wed, 25 Mar 2026 13:32:34 GMT https://pypi.org/project/nsram/0.7.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity. 14 modules, 5 neuron models, 10 RC benchmarks, spike encoding, analysis tools. 97% XOR, 96.75% MNIST. Tue, 24 Mar 2026 15:27:56 GMT https://pypi.org/project/nsram/0.6.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity. 14 modules, 5 neuron models, 10 RC benchmarks, spike encoding, analysis tools. 97% XOR, 96.75% MNIST. Tue, 24 Mar 2026 12:00:59 GMT https://pypi.org/project/nsram/0.5.1/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity. 14 modules, 5 neuron models, 10 RC benchmarks, spike encoding, analysis tools. 97% XOR, 96.75% MNIST. Tue, 24 Mar 2026 11:53:57 GMT https://pypi.org/project/nsram/0.5.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity. 14 modules, 5 neuron models, 10 RC benchmarks, spike encoding, analysis tools. 97% XOR, 96.75% MNIST. Tue, 24 Mar 2026 11:47:44 GMT https://pypi.org/project/nsram/0.4.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity Tue, 24 Mar 2026 09:24:00 GMT https://pypi.org/project/nsram/0.3.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity Mon, 23 Mar 2026 13:49:08 GMT https://pypi.org/project/nsram/0.2.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity Mon, 23 Mar 2026 10:44:49 GMT https://pypi.org/project/nsram/0.1.0/ NS-RAM: Neuro-Synaptic RAM simulator — floating-body transistor neuron/synapse modeling with charge-trapping plasticity Mon, 23 Mar 2026 10:03:44 GMT