GitHub

Vector-Quantized Contrastive Predictive Coding

Ensure you have Python 3 and PyTorch 1.4 or greater. Install NVIDIA/apex for mixed precision training. Download and extract the ZeroSpeech2020 datasets. Download the train/test splits here and extract ...
IEEE

On the Challenges of Quantum Circuit Encoding Using Deep and Reinforcement Learning

Abstract: Quantum computers may solve some computing tasks more efficiently than classical com- puters, but to do so requires the design of appropriate quantum circuits. However, it is hard to design ...
IEEE

Spatial–Spectral Transformer With Conditional Position Encoding for Hyperspectral Image Classification

Abstract: In Transformer-based hyperspectral image classification (HSIC), predefined positional encodings (PEs) are crucial for capturing the order of each input token. However, their typical ...
GitHub

MGCP — MGC+ coding for DNA and binary channels with insertion, deletion, and substitution (IDS) errors

MGCP is a Python package implementing the Marker Guess & Checl Plus (MGC+) family of encoders and decoders for both binary and DNA sequences. It contains: ...
Medical Xpress

Why some moments endure: Episodic memory encoding fluctuates with brain's theta rhythms

For almost a century, psychologists and neuroscientists have been trying to understand how humans memorize different types of information, ranging from knowledge or facts to the recollection of ...