Trending Research

GiantMIDI-Piano: A large-scale MIDI dataset for classical piano music

11 Oct 2020bytedance/GiantMIDI-Piano

Symbolic music datasets are important for music information retrieval and musical analysis.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

96
0.66 stars / hour

Aligning Books and Movies: Towards Story-like Visual Explanations by Watching Movies and Reading Books

ICCV 2015 soskek/homemade_bookcorpus

Books are a rich source of both fine-grained information, how a character, an object or a scene looks like, as well as high-level semantics, what someone is thinking, feeling and how these states evolve through a story.

SENTENCE EMBEDDING

384
0.57 stars / hour

Rethinking Attention with Performers

ICLR 2021 lucidrains/performer-pytorch

We introduce Performers, Transformer architectures which can estimate regular (softmax) full-rank-attention Transformers with provable accuracy, but using only linear (as opposed to quadratic) space and time complexity, without relying on any priors such as sparsity or low-rankness.

90
0.68 stars / hour

A Framework For Contrastive Self-Supervised Learning And Designing A New Approach

ICLR 2021 PyTorchLightning/pytorch-lightning

Contrastive self-supervised learning (CSL) is an approach to learn useful representations by solving a pretext task that selects and compares anchor, negative and positive (APN) features from an unlabeled dataset.

DATA AUGMENTATION IMAGE CLASSIFICATION SELF-SUPERVISED LEARNING

9,540
0.56 stars / hour

HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis

12 Oct 2020jik876/hifi-gan

Several recent work on speech synthesis have employed generative adversarial networks (GANs) to produce raw waveforms.

SPEECH SYNTHESIS

62
0.56 stars / hour

fairseq: A Fast, Extensible Toolkit for Sequence Modeling

NAACL 2019 facebookresearch/fairseq-py

fairseq is an open-source sequence modeling toolkit that allows researchers and developers to train custom models for translation, summarization, language modeling, and other text generation tasks.

LANGUAGE MODELLING TEXT GENERATION

9,996
0.51 stars / hour

Conditional independence by typing

22 Oct 2020mgorinova/SlicStan

The resulting program can be seen as a hybrid inference algorithm on the original program, where continuous parameters can be drawn using efficient gradient-based inference methods, while the discrete parameters are drawn using variable elimination.

PROBABILISTIC PROGRAMMING

44
0.45 stars / hour

FashionBERT: Text and Image Matching with Adaptive Loss for Cross-modal Retrieval

20 May 2020alibaba/EasyTransfer

In this paper, we address the text and image matching in cross-modal retrieval of the fashion industry.

CROSS-MODAL RETRIEVAL

281
0.40 stars / hour

Proximal Policy Optimization Algorithms

20 Jul 2017lab-ml/nn

We propose a new family of policy gradient methods for reinforcement learning, which alternate between sampling data through interaction with the environment, and optimizing a "surrogate" objective function using stochastic gradient ascent.

DOTA 2 POLICY GRADIENT METHODS

193
0.40 stars / hour