mlx_neuromorphic (mlx v0.2.0)

View Source

Summary

Functions

Functions

adaptive_exponential(Neuron, Input, Dt)

add_spiking_layer(Network, LayerConfig, PlasticityConfig)

analog_computing(AnalogInputs, AnalogCircuit, NoiseModel)

asynchronous_processing(InputEvents, ProcessingUnits, SynchronizationStrategy)

attention_gating(InputChannels, AttentionWeights, GatingThreshold, CompetitionMechanism)

axonal_delays(SourceNeuron, TargetNeurons, DelayDistribution)

brain_inspired_attention(InputStreams, AttentionMechanism, SaliencyMap, TopDownControl)

cognitive_map(SpatialEnvironment, PlaceCells, GridCells)

connect_neurons(PreNeuron, PostNeuron, Weight, PlasticityRule)

cortical_columns(LayerStructure, MinicolumnConfig, IntercolumnConnections, FunctionalModules)

dendritic_computation(DendriticTree, InputSpikes, ComputationRule)

differentiable_neural_computer(Controller, Memory, ReadHeads, WriteHeads)

echo_state_network(InputData, ReservoirConfig, OutputTargets)

episodic_memory(Events, MemoryTrace, RetrievalCues, ConsolidationProcess)

event_driven_simulation(Events, Network, SimulationParameters)

executive_control(GoalState, ControlPolicies, ConflictMonitoring, CognitiveFlexibility)

extreme_learning_machine(InputData, HiddenNodes, ActivationFunction)

hierarchical_temporal_memory(SpatialPooler, TemporalMemory, InputData, LearningConfig)

hodgkin_huxley_neuron(Neuron, Input, Dt, Temperature, IonChannels)

homeostatic_plasticity(Network, TargetActivity, TimeWindow)

ion_channel_modeling(ChannelType, VoltageProfile, ChannelKinetics, ModulationFactors)

izhikevich_neuron(Neuron, Input, Dt, Parameters)

leaky_integrate_fire(Neuron, Input, Dt)

liquid_state_machine(InputSpikes, ReservoirConfig, ReadoutConfig)

memristor_crossbar(InputVoltages, MemristorMatrix, ReadoutStrategy)

memristor_crossbar(InputVoltages, MemristorMatrix, ReadoutStrategy, PlasticityUpdate)

metaplasticity(Synapse, ActivityHistory, MetaplasticityRule, Parameters)

mixed_signal_processing(DigitalInputs, AnalogInputs, SignalProcessor, ConversionStrategy)

molecular_dynamics(MolecularSystem, ForceField, IntegrationMethod, TimeStep)

neural_engineering_framework(FunctionToDecode, NeuralPopulation, DecodingWeights, EncodingTransform)

neural_field_theory(SpatialDomain, FieldEquations, ConnectivityKernel, InitialConditions)

neural_oscillations(NetworkRegion, OscillationType, FrequencyBand)

neural_turing_machine(Controller, Memory, ReadHeads, WriteHeads)

neuromodulation(Network, ModulatorType, ConcentrationLevel, TargetRegions)

poisson_spike_train(Rate, Duration)

population_dynamics(NeuralPopulation, ConnectivityMatrix, DynamicsModel)

predictive_coding(PriorBelief, SensoryInput, PredictionError, HierarchicalLevels)

rate_encoding(Data, Options)

reservoir_computing(InputData, ReservoirConfig, ReadoutConfig)

reward_modulated_stdp(PreSpike, PostSpike, Synapse, RewardSignal, Parameters)

semantic_pointer_architecture(ConceptVectors, BindingOperations, UnbindingOperations)

spatial_navigation(Environment, NavigationStrategy, PathPlanning, LocalizationMethod)

spike_based_convolution(InputSpikes, ConvolutionKernel, StrideConfig, PoolingConfig)

spike_timing_dependent_plasticity(PreSpike, PostSpike, Synapse, Parameters)

spike_train_generation(Pattern, Duration, Options)

spiking_neural_network(NetworkTopology, NeuronTypes)

spiking_neural_network(NetworkTopology, NeuronTypes, Options)

spiking_neuron(Type, Parameters)

spiking_neuron(Type, Parameters, Options)

stdp_learning(PreSpike, PostSpike, Synapse, LearningRate)

synaptic_plasticity(Synapse, Activity, LearningRule)

synaptic_vesicle_dynamics(PresynapticTerminal, VesiclePool, ReleaseParameters)

temporal_contrast_encoding(Data, Options)

temporal_encoding(Data, EncodingScheme)

temporal_encoding(Data, EncodingScheme, Options)

temporal_pooling(SpikeTrains, PoolingWindow, PoolingStrategy)

triplet_stdp(PreSpike, PostSpike, Synapse, LearningRate, TripletParams)

working_memory_model(StimulusSet, MaintenanceMechanism, ManipulationOperations, DecayFunction)