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Archives

Workshop on Machine Consciousness

October 31st, 2008Joshua Fox

SIAI Director of Research Dr. Ben Goertzel is co-organizing a Workshop on Machine Consciousness, which will be held in Hong Kong in June 2009.

It is colocated with a larger, interdisciplinary conference on consciousness research, Toward a Science of Consciousness 2009.

Note also that the date for submitting papers to AGI-09 has been extended, by popular demand, till November 12. AGI-09 will welcome quality papers on any strong-AI related topics.

Goertzel in Government-Sponsored Workshop on Evaluating Human-Level AI

October 22nd, 2008Joshua Fox

SIAI Director of Research Dr. Ben Goertzel reports on his participation in a recent workshop.

“I just returned from the University of Michigan at Ann Arbor, where I attended a weekend workshop on Evaluation and Metrics for Human-Level AI, sponsored by the Office of Naval Research and co-chaired by John Laird from the University of Michigan (who is a leader of the SOAR project, a long-standing project aimed at human-level AI, and pursued both in academia and, via Soartech, in industry) and Pat Langley from Arizona State University (who has a long and diverse history of achievement in the AI field, and has recently introduced the Icarus integrative AI system).

“Rather than a typical academic workshop focused on the presenting of papers, this was a ‘working workshop’ devoted to discussions aimed at collectively generating and filtering ideas regarding appropriate environments and tasks for software systems aimed at human-level AI. There will likely be a followup workshop early next year, focused more tightly on the description of specific environments and tasks; this one was more of a careful exploration of the relevant conceptual landscape, and a review of various requirements to be fulfilled and pitfalls to be avoided.

“Joscha Bach (creater of the MicroPsi AGI system) and I were the most radical optimists present, both of us believing it likely that with sufficient dedication of resources, human-level AI could plausibly be created within a decade. Most of the other participants believed it would take longer — but all considered human-level AI a valid and important area on which to focus current research attention.

“Among many other topics, there was some discussion of my proposal of an ‘AGI Preschool,’ which is summarized in ‘Intelligence Assessment for Early-Stage Software Systems Aimed at Human-Level, Roughly Human-Like AGI.’ Time permitting, some of the workshop participants may write a report of the main conclusions reached and submit it for publication.”

Join us this weekend for Singularity Summit 2008

October 22nd, 2008Joshua Fox

Join us this Saturday, October 25 in San Jose, CA, for the premier event on the Singularity:

  • Cynthia Breazeal on the implications of robots with social intelligence.
  • Peter Diamandis on materializing audacious goals with Mega X PRIZEs.
  • Ray Kurzweil presenting his latest research, a more rigorous standard for the Turing Test, and discussing IEEE Spectrum’s Singularity Report.
  • Intel’s CTO Justin Rattner on why the Singularity is a realistic possibility.
  • Acclaimed author Vernor Vinge in conversation with CNBC’s Bob Pisani.

…and 11 other presenters

  • Engage: Join an extraordinary group of long term visionaries
  • Awaken: Hear about the most powerful ideas of our time
  • Connect: Gain access to an exclusive directory of your peers

The Singularity Summit is the leading forum on the Singularity. The first Singularity Summit was held at Stanford University in 2006 to further understanding and discussion about the Singularity concept and the future of technological progress. It was founded by Tyler Emerson, Ray Kurzweil, and Peter Thiel as a venue for leading thinkers to explore the subject, whether scientist, enthusiast, or skeptic. The Singularity Institute hosts the summit annually.

A slide presentation on the Summit is here.

Click here to register and save $75 off your ticket.

Yudkowsky to Speak on Global Catastropic Risks, Nov. 14

October 15th, 2008Joshua Fox

SIAI Research Fellow Eliezer Yudkowsky will speak at the workshop Global Catastropic Risk: Building a Resilient Civilization on Nov. 14 at the Computer History Museum in Mountain View.

Organized by the Institute for Ethics and Emerging Technologies, the Center for Responsible Nanotechnology and the Lifeboat Foundation, this workshop will address threats to the future of humanity, natural and man-made, and the steps we can take to reduce the risks and build a more resilient civilization.

Link

It will precede Convergence 08, November 15-16 at the same venue, co-sponsored by the Singularity Institute for Artificial Intelligence.

Article by Peter de Blanc

October 1st, 2008Joshua Fox

Peter de Blanc, 2006 summer intern at the Singularity Institute and now with the Temple University Department of Mathematics, has posted an article titled “Convergence of Expected Utilities with Algorithmic Probability Distributions.”

The formal mathematical proof in this paper has important implications for the question of whether a perfect rational agent — including some future Friendly Artificial Intelligence — can truly put the same value on each sentient life even when astronomical numbers stand to be harmed, something we humans fail so miserably to do.

The article is available online.

AGI Intelligence Testing

September 22nd, 2008Ben Goertzel

I spent a while this weekend thinking about what might be the right approach for testing the intelligence of early-stage AGI systems that are aimed at human-level, roughly human-like general intelligence (either as an end goal or an intermediate developmental milestone).

Some of my thoughts are summed up in an essay I posted at

http://goertzel.org/agiq.pdf

I’ll quote the first few paragraphs here:

One of the many difficult issues arising in the course of research on human-level
AGI is that of “evaluation and metrics” – i.e., AGI intelligence testing.

It’s not so hard to tell when you’ve achieved human-level AGI — though there is
some subtlety here, which I’ll discuss below. However, assessing the quality of
incremental progress toward human-level AGI is a much subtler matter. In this essay I’ll
present some thoughts on this issue, culminating in a couple specific proposals:

1) Online School Tests, in which AGIs are tested via their ability to succeed in
existing online educational fora

2) of more immediate interest, a series of tests called the AGI Preschool Tests (AIP
Tests, for short, pronounced “ape tests”), based on the notion of “multiple intelligences”
and also on some novel ideas regarding learning-based intelligence testing.

The AIP Tests suggested here are specifically intended for AGI systems that
control agents embodied in 3D worlds resembling the everyday human world, via either
physical robots or virtually embodied agents. Very differently embodied AGI systems
(e.g. systems to be initially taught purely via text without any simulated human-like or
animal-like body) would potentially need qualitatively different testing methdologies.

Nano-Bio-Info-Cogno Revolutions to be Explored at Convergence08

September 19th, 2008Joshua Fox

PALO ALTO, CA, September 17, 2008 – The Convergence08 Unconference on Nano-Bio-Info-Cogno (NBIC) technologies and their interactions will be held November 15-16, 2008, at the Computer History Museum in Mountain View, California. The event will use an innovative “unconference” format to enable participants to customize the event in a highly interactive way.

Paul Saffo, a Silicon Valley forecaster with over two decades experience exploring long-term technological change and its practical impact on business and society, will keynote the event. About Convergence08, he observed, “A host of technologies that seemed like daring science fiction just a few years ago are racing toward practical application with breathtaking speed. Convergence08 is a unique opportunity to look into the coming NBIC future, examine its implications, and prepare for the vast surprises in store for us all.”

Both days feature debates on controversial NBIC topics including Synthetic Biology, Longevity, and Artificial Intelligence. Dr. Barney Pell, founder of Powerset and search strategist and evangelist at Microsoft, stated, “At this event we aim to use the power of collective intelligence to see farther along the convergence trajectories; each of the NBIC technologies is transformative on its own, and there’s a strong interplay among them.”

Headliners include:

  • Dr. Bruce Ames, biochemistry professor at UC Berkeley, founder of Juvenon
  • Dr. Gregory Benford, physics professor at UC Irvine, founder of Genescient
  • Denise Caruso, executive director of Hybrid Vigor Institute
  • Dr. Aubrey de Grey, CSO and chair of Methuselah Foundation
  • Dr. Ben Goertzel, CEO of Novamente, director of research at Singularity Institute
  • Terry Grossman, MD, co-author, Fantastic Voyage
  • Andrew Hessel, consulting biologist and author
  • Dr. Chris Heward, president of Kronos Science Laboratories
  • Dr. Peter Norvig, director of research at Google
  • Dr. Steve Omohundro, founder and president of Self-Aware Systems
  • Dr. Barney Pell, founder of Powerset, search strategist and evangelist at Microsoft

Registration details available at http://www.convergence08.org/register/.

ABOUT CONVERGENCE08

Sponsored by organizations focused on innovative technologies, Convergence08 will bring together an eclectic mix of visionaries, entrepreneurs, scientists, technologists, and independent thinkers to merge their distributed knowledge into an improved view of where the NBIC revolutions are taking us, how to maximize benefits to humanity and the environment, and how to minimize any downsides.

Convergence08 Supporting Organizations include Acceleration Studies Foundation, Foresight Nanotech Institute, Humanity+, ImmInst.org, Long Now Foundation, and Singularity Institute for Artificial Intelligence. Cooperating Organizations include CyBeRev, Millennium Project, and Reason Foundation.

Convergence08 is co-chaired by James Clement (Humanity+ Executive Director), Tyler Emerson (Singularity Institute Executive Director), and Christine Peterson (Foresight Nanotech Institute Cofounder and President).

OpenCog Progress Update

September 14th, 2008Ben Goertzel

This blog post constitutes an update on the current state of work on the OpenCog open-source AI project.

No particular event occasioned me writing the post — no dramatic milestone has been reached — it just seemed like a good time for an update, as a lot of things are going on and not many people know about most of it.

While the OpenCog project is still at an early stage, progress has been exciting on a variety of fronts. After reviewing the work that’s been done and is underway, I’ll make a few comments on where I hope things will be by the end of the year, OpenCog-wise … and then (always future-oriented!) look ahead a bit to next year and beyond.

On the most practical front, Gustavo Gama, on the SIAI/OpenCog team, has been working on getting the core OpenCog Framework codebase in shape for an official release later this fall. The codebase has already been opened up to the public and made available to developers interested in participating in the early-stage development of the platform; the official release will signify that the code is ready for a wider variety of developers to participate, including those who want to use OpenCog as a platform for their own work rather than contributing to the development of the framework.

On the theoretical side, Dr. Ben Goertzel, SIAI Director of Research, released a wikibook comprising the equivalent of several hundred pages, outlining a detailed and specific design for an advanced AGI system based on the OpenCog framework. This design is called OpenCog Prime and is heavily inspired by the Novamente Cognition Engine. A weekly series of online tutorial sessions on OpenCogPrime is being offered, the first one of which was held on September 10, and scheduled to continue until early 2009.

Dr. Joel Pitt, on the SIAI/OpenCog team, has been working on adding AI functionality to OpenCog, with the OpenCogPrime design as well as more general AGI utility in mind. A port of the Probabilistic Logic Networks framework from the proprietary Novamente Cognition Engine codebase into OpenCog is underway and should be completed by mid-fall. Also, earlier this year Joel successfully implemented an initial version of an artificial-economics-based system for the allocation of attention within OpenCog, and leadership on the development of this code has now been taken over by Dr. Matthew Ikle’ from Adams State College.

Dr. Linas Vepstas, a Novamente LLC researcher, has integrated a number of natural language processing tools into OpenCog, based on various statistical algorithms, as well as the Carnegie-Mellon link parser and the related RelEx language processing framework. This code provides powerful mechanisms for turning English sentences into logical relationships residing in OpenCog’s knowledge base.

Novamente LLC researchers Dr. Predrag Janicic and Dr. Nil Geissweiller, working with Google researcher Dr. Moshe Looks, have integrated a new version of the MOSES probabilistic evolutionary learning framework (initially described in Dr. Looks’ 2006 PhD thesis, available at metacog.org) into OpenCog.

A team of Novamente LLC engineers led by Cassio Pennachin (and including Welter Silva, Carlos Lopes and Samir Araujo), in collaboration with Jani Pirkola and others on the RealXTend team, have been working on porting to OpenCog a substantial amount of Novamente LLC code concerned with the control of intelligent agents in 3D virtual worlds. Scheduled for completion in October, this project will initially result in an OpenCog system capable of controlling intelligent, adaptive virtual dogs in the open-source online world RealXTend (a modification of the OpenSim codebase, which began as an open-source analogue to the proprietary Second Life virtual world platforms). However it is intended for extensibility beyond virtual dogs to enable the general OpenCog-based control of virtual agents in virtual worlds.

Two Chinese PhD students, Rui Liu at Wuhan University and Lian Ruiting at Xiamen University, have been working with Novamente LLC and SIAI on creating OpenCog-based code for natural language generation: that is, for taking knowledge in an OpenCog knowledge base and translating it into English. A prototype system exists that works for simple sentences, and Ruiting is currently figuring out how to generalize it.

Last but definitely not least, 11 interns were funded to work on OpenCog for Summer 2008 via the Google Summer of Code project (thanks, Google!!). Their projects covered a variety of areas, and some were dramatically successful. To name just two among many deserving examples: Filip Maric designed and implemented a new approach to grammar parsing based on Boolean satisfaction, and integrated it with the Carnegie-Mellon link parser which is integrated into OpenCog’s RelEx natural language processing framework; and Cesar Maracondes refactored the implementation of key portions of the Probabilistic Logic Networks framework. A full recounting of the GSoC work may be found at http://brainwave.opencog.org/2008/09/, which links to another page that in turn links to individual student project pages.

There are a lot of things going on with OpenCog and I’m aware I’ve left some interesting things out … but I hope I’ve given a reasonable overall flavor of the state of progress.

Where do we hope to be by the end of the year? An officially-released OpenCog Framework … with PLN, MOSES, attention allocation, virtual-agent control in Multiverse and RealXTend, and basic natural language comprehension and generation integrated. All these things are underway, under intense development, and not too far from completion. With all these things in place, we’ll be poised for a really exciting 2009 for OpenCog.

With luck, during 2009 we will make serious progress toward creating a “virtually embodied artificial infant” (which may take humanoid, animal or virtual-robot form: that’s not the point) based on the OpenCogPrime design, and will also see a variety of other AGi approaches implemented within OpenCog by a diversity of researchers.

Also, the vague and sketchy OpenCogPrime roadmap recently posted is scheduled to be turned into a more thorough and precise document with careful attention to evaluation and metrics at each envisioned stage.

As the roadmap indicates, there is a clear and definite plan in place, that seems to have a plausible chance of leading from the current early stage of OpenCog development through a series of more and more advanced stages, defined loosely by reference to human childhood cognitive development (although the specifics of OpenCogPrime and OpenCog more generally are not closely tied to human biopsychology, nevertheless it seems that human development may be used as a rough analogue for the developmental progress of virtually or physically embodied AI systems based on OpenCogPrime and some other OpenCog-based designs).

This year the focus is on getting the basic AI mechanisms in place … next year (though for sure more work on AI mechanisms will continue!) we hope to segue into more of a focus on artificial baby-building … and with hard work and just a little luck, a few years down the road we’ll have a robust and highly intelligent OpenCog-based AGi dude on our hands. But I don’t want to diverge too far onto the glorious future … I’ve written enough on that already elsewhere … the point of this post was supposed to be to summarize the state of current progress. So, that’s all for now!

“May you live in interesting times.” ;-)

Shane Legg: Machine Super-Intelligence

September 10th, 2008Joshua Fox

Dr. Shane Legg has published his dissertation, Machine Super-Intelligence. Continuing in the line of research of Professors Marcus Hutter and Jürgen Schmidhuber, Legg explores theoretical models for artificial general intelligence. He also discusses the practical possibilities for achieving AGI and its ethical implications, with a reference to SIAI’s work in the field.

Dr. Legg recently received a fellowship from SIAI-Canada.

Google Summer of Code Round-up

September 6th, 2008Joshua Fox

This summer, 11 students worked on OpenCog, with funding from Google.

OpenCog is an Artificial General Intelligence project sponsored by SIAI, led by SIAI Director of Open Source Projects David Hart, under the guidance of SIAI Director of Development Dr. Ben Goertzel.

Goertzel has posted a summary of the summer’s work.

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