mlx
v0.2.0
Search documentation of mlx
Settings
mlx_neuromorphic
(mlx v0.2.0)
View Source
Summary
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)
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)