Pinned Repositories
bidirectional-interaction-between-visual-and-motor-generative-models
continual_online_learning_rnn_benchmark
A benchmark of online learning algorithms for RNNs in a continual learning setting. The models are evaluated on the task of incrementally learning a repertoire of 20 continuous sequences.
example_pc_network
Example implementation of a two-layered network with predictive coding-based inference and learning.
example_pc_rnn
Example of learning, prediction and inference using a model of RNN based on predictive coding.
flashcards
KS-discovery-for-ITS
minesweeper
motor_sequence_learning_som_aif
A model using SOMs and active inference to learn a repertoire of simple motor trajectories
pie_motion_retargeting
predictive_coding_associative_memories
This repository provides the code to reproduce the experiments presented in our submitted article "On the relationship between variational inference and auto-associative memory"
sino7's Repositories
sino7/continual_online_learning_rnn_benchmark
A benchmark of online learning algorithms for RNNs in a continual learning setting. The models are evaluated on the task of incrementally learning a repertoire of 20 continuous sequences.
sino7/predictive_coding_associative_memories
This repository provides the code to reproduce the experiments presented in our submitted article "On the relationship between variational inference and auto-associative memory"
sino7/bidirectional-interaction-between-visual-and-motor-generative-models
sino7/KS-discovery-for-ITS
sino7/pie_motion_retargeting
sino7/example_pc_network
Example implementation of a two-layered network with predictive coding-based inference and learning.
sino7/example_pc_rnn
Example of learning, prediction and inference using a model of RNN based on predictive coding.
sino7/flashcards
sino7/minesweeper
sino7/motor_sequence_learning_som_aif
A model using SOMs and active inference to learn a repertoire of simple motor trajectories
sino7/poppy-humanoid
Poppy Humanoid is an open-source and 3D printed humanoid robot. Optimized for research and education purposes, its modularity allows for a wide range of applications and experimentations.
sino7/predictive_coding_for_memory_retrieval
Predictive coding algorithm for memory retrieval in RNNs. Based on a target sequence, we can infer the latent discrete representation (or class) that best predicts it.
sino7/random_itinerant_dynamics_in_pc_based_rnn
This repo provides the necessary source code to simulate itinerant dynamics, that is, dynamics that randomly switch between attractor patterns, using a RNN implementation based on predictive coding.
sino7/rnn_generative_capacity_benchmark
This repo provides the source code for a benchmark of different RNN models including RNN designs based on predictive coding. The benchmark evaluates the capacity of those models on a sequence generation task.
sino7/semantic-recommender-system