提出了一个名为“One for All”(OFA)的通用框架,这是首个旨在使用单一图模型处理所有分类任务的框架(节点级、链接级和图级)。 提出了“兴趣节点”(Node of Interest prompt node, NOI prompt node)的概念,这是一种标准化不同图任务表示的方法,使得模型能够自动关注与节点特征、边特征、图结构、类别以及下游任务...
为了解决上述问题,来自圣路易斯华盛顿大学陈一昕教授团队、北京大学张牧涵、京东研究院陶大程等研究者们合作提出了一种全新框架:One for All(OFA)。OFA实现了训练单一GNN模型即可解决图领域内任意数据集,任意任务类型,任意场景的分类任务。文章已被ICLR 2024接收为Spotlight。 论文地址:https://arxiv.org/abs/2310.00149...
of news articles. The insertion attack for NewsAPI aims to introduce three malicious entities, each corresponding to one of the targeted entity types. Substitution attacks replace these entities with the aforementioned malicious entities, while deletion attacks remove the entities entirely. 2https://wea...
Take the DAIR-V2X dataset as an example, which consists of one vehicle and one Road-side Unit(RSU). We first trained the Pyramid Fusion using the vehicle and the RSU’s data as the collaboration base. Subsequently, we distributed the vehicle’s raw data and the Pyramid Fusion’s weights ...
Note that we only apply a "toy" SFT on Ultrachat 200K for one epoch, so the many bad cases of our model may be caused by the unsolid instuction-following ability (verbose or incomplete answers). The performance may hold great potential to be improved.Acknowledgement...
""" Train a new model on one or across multiple GPUs.""" import argparse import logging import math import os import sys from typing import Any, Callable, Dict, List, Optional, Tuple # We need to setup root logger before importing any fairseq libraries....
7.One For All: Towards Training One Graph Model For All Classification Tasks 8.Spatio-Temporal Graph Learning with Large Language Model AI Agent 1.Welfare Diplomacy Benchmarking Language Model Cooperation 福利外交基准语言模型合作 简述:论文提出了一种多代理基准测试,用于评估人工智能系统的合作能力。该测试...
(disparity of the model at each client), without always considering their trade-offs. There is a lack of understanding of the interplay between global and local fairness in FL, particularly under data heterogeneity, and if and when one implies the other. To address this gap, we leverage a ...
For each, we analyze their expressivity with respect to orbit-equivariance and evaluate them on two novel datasets, one of which stems from a real-world use-case of designing optimal bioisosteres. OpenReview: https://openreview.net/pdf?id=GkJOCga62u Rethinking the Benefits of Steerable Features ...
For the model fine-tuned onprotein-orientedinstructions, you need to perform additional steps as described inthis folder. Step 3, run thegenerate.shfile in the repository: >>sh generate.sh We offer two methods: the first one is command-line interaction, and the second one is web-based inte...