facebookresearch / Permutation-Equivariant-Seq2SeqLinks
Humans understand novel sentences by composing meanings and roles of core language components. In contrast, neural network models for natural language modeling fail when such compositional generalization is required. The main contribution of this paper is to hypothesize that language compositionality is a form of group-equivariance. Based on thi…
☆27Updated 5 years ago
Alternatives and similar repositories for Permutation-Equivariant-Seq2Seq
Users that are interested in Permutation-Equivariant-Seq2Seq are comparing it to the libraries listed below
Sorting:
- ☆24Updated last month
- PyTorch code for meta seq2seq learning☆43Updated 5 years ago
- Estimating Gradients for Discrete Random Variables by Sampling without Replacement☆40Updated 5 years ago
- Systematic generalization test for CLEVR☆15Updated 5 years ago
- Learning with latent language☆51Updated 4 years ago
- This repository contains the code used for Ordered Memory paper☆30Updated 5 years ago
- LP-SparseMAP: Differentiable sparse structured prediction in coarse factor graphs☆41Updated last year
- Open source implementation of SeaRNN (ICLR 2018, https://openreview.net/forum?id=HkUR_y-RZ)☆48Updated 6 years ago
- An implementation of DIP-VAE from the paper "Variational Inference of Disentangled Latent Concepts from Unlabelled Observations" by Kumar…☆26Updated 7 years ago
- Code for the publication Learning to Reason with Third-Order Tensor Products.☆40Updated 6 years ago
- Measuring compositionality in representation learning☆73Updated 6 years ago
- Official code repository of the paper Learning Associative Inference Using Fast Weight Memory by Schlag et al.☆28Updated 4 years ago
- Pytorch Implemetation for our NAACL2019 Paper "Riemannian Normalizing Flow on Variational Wasserstein Autoencoder for Text Modeling" http…☆62Updated 5 years ago
- Recurrent Back Propagation, Back Propagation Through Optimization, ICML 2018☆42Updated 6 years ago
- Tensor product decomposition network☆19Updated 4 years ago
- ☆26Updated 6 years ago
- Dataset and documentation for paper on explaining solutions to physical reasoning tasks (ESPRIT))☆21Updated last month
- ☆42Updated 4 years ago
- Solving reinforcement learning tasks which require language and vision☆32Updated 2 years ago
- [ICLR 2020] FSPool: Learning Set Representations with Featurewise Sort Pooling☆42Updated last year
- ☆24Updated last year
- Code for "Systematic Generalization: What Is Required and Can It Be Learned"☆37Updated 6 years ago
- ☆28Updated 3 years ago
- Usable implementation of Emerging Symbol Binding Network (ESBN), in Pytorch☆25Updated 4 years ago
- [ACL 2018] Conditional Generators of Words Definitions☆33Updated 6 years ago
- ☆65Updated 11 months ago
- MAE: Mutual Posterior-Divergence Regularization for Variational AutoEncoders☆23Updated 6 years ago
- Official PyTorch (Lightning) implementation of the NeurIPS 2020 paper "Efficient Marginalization of Discrete and Structured Latent Variab…☆28Updated 4 years ago
- This is a repository with the code for the EMNLP 2020 paper "Information-Theoretic Probing with Minimum Description Length"☆71Updated 10 months ago
- PyTorch implementation for The Scattering Compositional Learner (SCL)☆32Updated 4 years ago