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A multi-dimensional approach to disinformation - Law

As I read the paper I found myself wanting to give commentary on it, and LW seems like as good a place as any to do that. What follows are my thoughts taken section-by-section. 1 INTRODUCTION This seems like a good time to confess that I'm interested in safety via Debate is a proposed technique for allowing human evaluators to get correct and helpful answers from experts, even if the evaluator is not themselves an expert or able to fully verify the answers [1]. The technique was suggested as part of an approach to build advanced AI systems that are aligned with human values, and to safely apply machine learning techniques to problems that have high Geoffrey Irving, Paul Christiano, and Dario Amodei of OpenAI have recently published "AI safety via debate" (blog post, paper). As I read the paper I found myself wanting to give commentary on it, and LW seems like as good a place as any to do that. What follows are my thoughts taken section-by-section.

Ai safety via debate

Its key features include: Fanless, ruggedized VIA Mobile360 M820 in-vehicle system; FOV-190 Gen-Lock frame-stitching cameras proactive assistant. Indeed, AI taking the place of a physical boss could bring new sources of psychosocial hazards (Stacey et al 2018, 90). But, if applied in appropriate ways, workers also believe that AI could improve safety, help reduce mistakes and limit routine work (Rayome 2018). 2019-02-21 · AI researchers debate the ethics of sharing potentially harmful programs Nonprofit lab OpenAI withheld its latest research, but was criticized by others in the field By James Vincent Feb 21, 2019 VIA Mobile360 AI Forklift Safety Kit. The VIA Mobile360 AI Forklift Safety Kit is available now and comprises a full set of system hardware, software, AI algorithms, cameras, and expansion options to meet specific deployment requirements. Its key features include: Robust ultra-compact VIA Mobile360 M810 in-vehicle system with wide operating 2018-08-23 · Chapter 25 Military AI as a Convergent Goal of Self-Improving AI. Alexey Turchin and David Denkenberger.

One approach to specifying complex goals asks humans to judge during training which agent behaviors are safe and useful, but this approach can fail if the task is too complicated for a human to directly judge. If debate or a similar approach works, it will make future AI systems safer by keeping them aligned to human goals and values even if AI grows too strong for direct human supervision.

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The University has a strong profile in industrial and applied AI research and will be held in central Luleå, followed by a debate in Vetenskapens hus. for vulnerable groups and household that were facing overburden housing costs. bringing with it new security challenges, the WPS agenda stands at a The tone of the debate around regulating AI has changed due to the May 27, I955 542 III Statement by the President on Safe Driving.

A multi-dimensional approach to disinformation - Law

at OpenAI have a paper out on AI safety via debate; the basic idea is that you can model debates as a two-player game (and thus apply standard insights about how to play such games well) and one can hope that debates asymmetrically favor the party who's arguing for a 1.5m members in the MachineLearning community. Press J to jump to the feed. Press question mark to learn the rest of the keyboard shortcuts APSF-Sponsored 2019 ASA Panel on “Practical Approaches to Improving Medication Safety” A Difficult Airway Early Warning System in Patients at Risk for Emergency Intubation: A Pilot Study; PRO-CON DEBATE – PRO: Artificial Intelligence (AI) in Health Care; PRO-CON DEBATE – CON: Artificial Intelligence is Not a Magic Pill AI Safety via Debate:https://arxiv.org/pdf/1805.00899.pdf In practice, whether debate works involves empirical questions about humans and the tasks we want AIs to perform, plus theoretical questions about the meaning of AI alignment. We report results on an initial MNIST experiment where agents compete to convince a sparse classifier, boosting the classifier's accuracy from 59.4% to 88.9% given 6 pixels and from 48.2% to 85.2% given 4 pixels. Writeup: Progress on AI Safety via Debate Authors and Acknowledgements Overview Motivation Current process Our task Progress so far Things we did in Q3 Early iteration Early problems and strategies Difficulty pinning down the dishonest debater Asymmetries Questions we’re using With that in mind, here are some of our favourite questions: Current debate rules Comprehensive rules Example debate AI Safety via Debate post by ESRogs · 2018-05-05T02:11:25.655Z · LW · GW · 12 comments. What would "optimal play in debate picks out a single line of argument Debate is a proposed technique for allowing human evaluators to get correct and helpful answers from experts, even if the evaluator is not themselves an expert or able to fully verify the answers [1]. The technique was suggested as part of an approach to build advanced AI systems that are aligned with human values, and to safely apply machine learning techniques to problems that have high In this post, I highlight some parallels between AI Safety by Debate (“Debate”) and evidence law..

Vaniver 17 Feb 2020 19:40 UTC . LW: 2 AF: 1. AF. This has the side effect that A* doesn’t need to be 2018-05-03 · In addition, some scholars argue that solutions to the control problem, alongside other advances in AI safety engineering, might also find applications in existing non-superintelligent AI. [3] Major approaches to the control problem include alignment , which aims to align AI goal systems with human values, and capability control , which aims to reduce an AI system's capacity to harm humans or AI Alignment Podcast: On DeepMind, AI Safety, and Recursive Reward Modeling with Jan Leike December 16, 2019 - 6:00 pm When AI Journalism Goes Bad April 26, 2016 - 12:39 pm Introductory Resources on AI Safety Research February 29, 2016 - 1:07 pm AI Debate 2: Night of a thousand AI scholars. Gary Marcus, a frequent critic of deep learning forms of AI, and Vincent Boucher, president of Montreal.AI, hosted sixteen scholars to discuss what Status: Archive (code is provided as-is, no updates expected) Single pixel debate game. Code for the debate game hosted at https://debate-game.openai.com.Go there for game instructions or to play it. VIA Mobile360 AI Mining Safety Kit @ CONEXPO-CON/AGG 2020 . The VIA Mobile360 AI Mining Safety Kit is on display at the VIA booth at CONEXPO-CON/AGG, located at #B90725 in the Bronze Hall, Las Vegas Convention Center.
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MIRI supporters donated ~$135k on Giving Tuesday, of which ~26% was matched by I'm Greg Brockman, co-founder of OpenAI, a non-profit artificial intelligence development organization. AI Safety via Debate. https://blog.openai.com/ debate/ May 2, 2018 AI safety via debate. Authors:Geoffrey Irving, Paul Christiano, Dario Amodei · Download PDF. Abstract: To make AI systems broadly useful for Oct 1, 2020 AI safety via debate.

The Control Problem: How do we ensure that future advanced AI has a positive impact? Vaniver comments on Writeup: Progress on AI Safety via Debate.
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32, 2018. Robust Cooperation in the Prisoner's Dilemma: Program Feb 21, 2019 AI researchers debate the ethics of sharing potentially harmful programs He said via email that the lab was considering ways to “alleviate” the problem of and how much influence the AI safety community has, to oth Apr 30, 2020 Artificial intelligence (AI) and robotics are digital technologies that will have or machine learning via neural networks (Goodfellow, Bengio, and Courville 2016; Silver et al.

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<@Debate@>(@Writeup: Progress on AI Safety via Debate@) requires us to provide a structure for a debate as well as rules for how the human judge should decide who wins. This post points out that we have an existing system that has been heavily optimized for this already: evidence law, which governs how court cases are run. Artificial intelligence (AI), or machine intelligence, has been defined as “intelligence demonstrated by machines, in contrast to the natural intelligence displayed by humans” and “…any device that perceives its environment and takes actions that maximize its chance of successfully achieving its goals.” 1 The goal of long-term artificial intelligence (AI) safety is to ensure that advanced AI systems are reliably aligned with human values — that they reliably do things that people want them to do. Roughly by human values we mean whatever it is that causes people to choose one option over another in each case, suitably corrected by reflection Status: Archive (code is provided as-is, no updates expected) Single pixel debate game. Code for the debate game hosted at https://debate-game.openai.com.Go there for game instructions or to play it. 2018-05-02 · In practice, whether debate works involves empirical questions about humans and the tasks we want AIs to perform, plus theoretical questions about the meaning of AI alignment. We report results on an initial MNIST experiment where agents compete to convince a sparse classifier, boosting the classifier's accuracy from 59.4% to 88.9% given 6 pixels and from 48.2% to 85.2% given 4 pixels.

Australian Government draws AI safety guidelines in wake of AI Safety Needs Social Mar 26, 2017 Elon Musk: Artificial Intelligence Could Wipe Out Humanity by the National Highway Traffic Safety Administration found that Tesla's Autopilot safety guidelines for military use of AI by. European armed forces via the EUMCWG.