Ethical and social risks of harm from language models

L Weidinger, J Mellor, M Rauh, C Griffin… - arXiv preprint arXiv …, 2021 - arxiv.org
This paper aims to help structure the risk landscape associated with large-scale Language
Models (LMs). In order to foster advances in responsible innovation, an in-depth …

Testing web enabled simulation at scale using metamorphic testing

J Ahlgren, M Berezin, K Bojarczuk… - 2021 IEEE/ACM …, 2021 - ieeexplore.ieee.org
We report on Facebook's deployment of MIA (Metamorphic Interaction Automaton). MIA is
used to test Facebook's Web Enabled Simulation, built on a web infrastructure of hundreds …

Online testing of RESTful APIs: Promises and challenges

A Martin-Lopez, S Segura, A Ruiz-Cortés - Proceedings of the 30th ACM …, 2022 - dl.acm.org
Online testing of web APIs—testing APIs in production—is gaining traction in industry.
Platforms such as RapidAPI and Sauce Labs provide online testing and monitoring services …

Facebook's cyber–cyber and cyber–physical digital twins

J Ahlgren, K Bojarczuk, S Drossopoulou… - Proceedings of the 25th …, 2021 - dl.acm.org
A cyber–cyber digital twin is a simulation of a software system. By contrast, a cyber–physical
digital twin is a simulation of a non-software (physical) system. Although cyber–physical …

Recsim ng: Toward principled uncertainty modeling for recommender ecosystems

M Mladenov, CW Hsu, V Jain, E Ie, C Colby… - arXiv preprint arXiv …, 2021 - arxiv.org
The development of recommender systems that optimize multi-turn interaction with users,
and model the interactions of different agents (eg, users, content providers, vendors) in the …

Measurement challenges for cyber cyber digital twins: Experiences from the deployment of Facebook's ww simulation system

K Bojarczuk, N Gucevska, S Lucas, I Dvortsova… - Proceedings of the 15th …, 2021 - dl.acm.org
A cyber cyber digital twin is a deployed software model that executes in tandem with the
system it simulates, contributing to, and drawing from, the system's behaviour. This paper …

[HTML][HTML] Prismal view of ethics

S Isufi, K Poje, I Vukobratovic, M Brcic - Philosophies, 2022 - mdpi.com
We shall have a hard look at ethics and try to extract insights in the form of abstract
properties that might become tools. We want to connect ethics to games, talk about the …

[HTML][HTML] Undulate: A framework for data-driven software engineering enabling soft computing

T Asikainen, T Männistö - Information and Software Technology, 2022 - Elsevier
Context. Especially web-facing software systems enable the collection of usage data at a
massive scale. At the same time, the scale and scope of software processes have grown …

Scaling genetic improvement and automated program repair

M Harman - Proceedings of the Third International Workshop on …, 2022 - dl.acm.org
Scaling Genetic Improvement and Automated Program Repair Page 1 Scaling Genetic
Improvement and Automated Program Repair Mark Harman∗ Meta Platforms Inc. London, UK …

[PDF][PDF] Data, compute, labor

N Srnicek - 2022 - econstor.eu
The chapter will first examine the industry structure of AI. Far too often, the focus lies on the
firms that use AI as opposed to the firms that provide AI. The latter, I will argue, are more …