Search Results
Automated Cloud Provisioning on AWS using Deep Reinforcement Learning
As the use of cloud computing continues to rise, controlling cost becomes increasingly important.
Generating Music with a Self-Correcting Non-Chronological Autoregressive Model
We describe a novel approach for generating music using a self-correcting, non-chronological, autoregressive model.
Streaming Anomaly Detection
We then extend the count-min sketch to a Higher-Order sketch to capture complex relations in graph data, and to reduce detecting suspicious dense subgraph problem to finding a dense submatrix in constant time.
Evaluating Large Language Models with fmeval
A case study demonstrates a typical use case for the library: picking a suitable model for a question answering task.
HLAT: High-quality Large Language Model Pre-trained on AWS Trainium
In this paper, we showcase HLAT: a family of 7B and 70B decoder-only LLMs pre-trained using 4096 AWS Trainium accelerators over 1. 8 trillion tokens.
Denoised Smoothing: A Provable Defense for Pretrained Classifiers
We present a method for provably defending any pretrained image classifier against $\ell_p$ adversarial attacks.
Task2Vec: Task Embedding for Meta-Learning
We demonstrate that this embedding is capable of predicting task similarities that match our intuition about semantic and taxonomic relations between different visual tasks (e. g., tasks based on classifying different types of plants are similar) We also demonstrate the practical value of this framework for the meta-task of selecting a pre-trained feature extractor for a new task.
Road Extraction by Deep Residual U-Net
Road extraction from aerial images has been a hot research topic in the field of remote sensing image analysis.
$d$-SNE: Domain Adaptation using Stochastic Neighborhood Embedding
Deep neural networks often require copious amount of labeled-data to train their scads of parameters.
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
We introduce a new language representation model called BERT, which stands for Bidirectional Encoder Representations from Transformers.
Ranked #1 on
Named Entity Recognition
on SciERC
