What Makes Good Examples for Visual In-Context Learning?

zhangyuanhan-ai/visual_prompt_retrieval 31 Jan 2023

To overcome the problem, we propose a prompt retrieval framework to automate the selection of in-context examples.

Retrieval

41
0.52 stars / hour

Image Super-Resolution using Efficient Striped Window Transformer

fried-rice-lab/friedricelab 24 Jan 2023

To further exploit the potential of the transformer, we propose a novel flexible window training strategy.

Image Super-Resolution Single Image Super Resolution

94
0.49 stars / hour

Fast-BEV: A Fast and Strong Bird's-Eye View Perception Baseline

sense-gvt/fast-bev 29 Jan 2023

Our Fast-BEV consists of five parts, We novelly propose (1) a lightweight deployment-friendly view transformation which fast transfers 2D image feature to 3D voxel space, (2) an multi-scale image encoder which leverages multi-scale information for better performance, (3) an efficient BEV encoder which is particularly designed to speed up on-vehicle inference.

Data Augmentation

100
0.45 stars / hour

MorphMLP: An Efficient MLP-Like Backbone for Spatial-Temporal Representation Learning

MTLab/MorphMLP 24 Nov 2021

With such multi-dimension and multi-scale factorization, our MorphMLP block can achieve a great accuracy-computation balance.

Ranked #18 on Action Recognition on Something-Something V2 (using extra training data)

Action Recognition Image Classification +2

153
0.45 stars / hour

Salesforce CausalAI Library: A Fast and Scalable Framework for Causal Analysis of Time Series and Tabular Data

salesforce/causalai 25 Jan 2023

We introduce the Salesforce CausalAI Library, an open-source library for causal analysis using observational data.

Causal Discovery Causal Inference +1

79
0.44 stars / hour

The Flan Collection: Designing Data and Methods for Effective Instruction Tuning

google-research/flan 31 Jan 2023

We study the design decisions of publicly available instruction tuning methods, and break down the development of Flan 2022 (Chung et al., 2022).

380
0.42 stars / hour

Is ChatGPT A Good Translator? A Preliminary Study

wxjiao/is-chatgpt-a-good-translator 20 Jan 2023

By evaluating on a number of benchmark test sets, we find that ChatGPT performs competitively with commercial translation products (e. g., Google Translate) on high-resource European languages but lags behind significantly on low-resource or distant languages.

Machine Translation Translation

82
0.41 stars / hour

On the Expressive Power of Geometric Graph Neural Networks

chaitjo/geometric-gnn-dojo 23 Jan 2023

The expressive power of Graph Neural Networks (GNNs) has been studied extensively through the Weisfeiler-Leman (WL) graph isomorphism test.

219
0.37 stars / hour

ThoughtSource: A central hub for large language model reasoning data

openbiolink/thoughtsource 27 Jan 2023

Large language models (LLMs) such as GPT-3 and ChatGPT have recently demonstrated impressive results across a wide range of tasks.

Language Modelling Question Answering

254
0.36 stars / hour