Questions tagged [agi]

For questions about Artificial General Intelligence (AGI), a hypothetical machine characteristic permitting it to learn any arbitrary intellectual ability up to the limits of the available computing resources.

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43 views

Can brain simulation be done using Tensor Processing Units?

A potential way to solving AI is via whole brain simulation. Currently we have the algorithm to model a human brain (albeit far from perfectly): https://thenextweb.com/news/theres-an-algorithm-to-...
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1answer
86 views

What algorithms are used in Artificial General Intelligence research?

I've read on wiki that already in 2017 there were over 40 institutions researching AGI, and I wonder what type of algorithms are being studied and developed in this field. For example, for comparison ...
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The only convergent instrumental goal for self modifying AI

Conjecture: regardless of the initial reward function, one of the winning strategies would be to change the reward function to a simpler one (e.g. "do nothing"), thus getting a full reward ...
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Which topics about/in OpenCog could be researched in a Ph.D. thesis

In this interview with Lex Fridman and Ben Goertzel, at 2:23:48, Lex asks about possibilities for young people in the domain of AGI research. Ben Goertzel then answers that there are various ...
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71 views

Can an animal-level artificial general intelligence kickstart the Singularity? [closed]

Most people seem to assume that we need a human-level AI as a starting point for the Singularity. Let's say someone invents a general intelligence that is not quite on the scale of a human brain, but ...
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(Deep) feature engineering for lambda terms (mathematical expressions, higher order logic formulas) - is such thing?

Automated theorem proving with (deep) reinforcement learning (DRL) approach is hot topic in current AI research when domains of games are becoming saturated and completed research topics. For example, ...
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29 views

Why the collection of background/negative image dataset is not taught in object detection tutorials and books?

While I was doing an object detection project, I have encountered the problem of getting FALSE POSITIVES and FALSE NEGATIVES. After days of research on StackOverflow, I figured out that I need to ...
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87 views

Might AGI need to be flawed?

An example is the halting problem, which states computing cannot be solved by exhaustion, but which humans avoid trivially by becoming exhausted. Humans typically give up what seems like a lost cause ...
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Why can't cognitive architectures achieve general intelligence?

Newbie here. I recently read about cognitive architectures (see: https://en.wikipedia.org/wiki/Cognitive_architecture). They are supposed to be modeled after the human mind and represent a promising ...
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134 views

Is there any specific SW framework, libraries or algorithms (supported by any theory) designed for implementing a practical AGI system? [closed]

Any (AGI)-KERAS like libraries? Any deep-learning framework to develop AGI applications? Existing frameworks/algorithms used in NN, NLP, ML, etc are not enough in my opinion. In my opinion any ...
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How widely accepted is the definition of intelligence by Marcus Hutter & Shane Legg?

I came across several papers by M. Hutter & S. Legg. Especially this one: Universal Intelligence: A Definition of Machine Intelligence, Shane Legg, Marcus Hutter Given that it was published back ...
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1answer
108 views

Are there any approaches to AGI that will definitely not work?

Is there empirical evidence that some approaches to achieving AGI will definitely not work? For the purposes of the question the system should at least be able to learn and solve novel problems. Some ...
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99 views

Current research on Gödel machines

Is there any current research on Gödel machines? It seems that the last article by Jürgen Schmidhuber on this topic was published in 2012: http://people.idsia.ch/~juergen/goedelmachine.html
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271 views

How much is currently invested in artificial general intelligence research and development?

How much is currently invested in artificial general intelligence research and development worldwide? Feel free to add company or VC names, but this is not the point. The point is to get an idea of ...
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132 views

What is the current artificial general intelligence technology valuation?

That is, if AGI were an existing technology, how much would it be valued to? Obviously it would depend on its efficiency, if it requires more than all the existing hardware to run it, it would be ...
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1answer
120 views

Is GPT-3 an early example of strong AI in a narrow setting?

In GPT-2, the large achievement was being able to generate coherent text over a long-form while maintaining context. This was very impressive but for GPT-2 to do new language tasks, it had to be ...
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83 views

How differentiable programming and programming language supporting it will potentially help the development towards AGI?

After the state of the art Deep Learning techniques/algorithms being implemented in low-level languages like Objective-C, C++, etc to high-level languages like Python, JS, etc. and with the help of ...
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133 views

Use of virtual worlds (e.g. Second Life) for training Artificial General Intelligence agents?

There is emerging effort for Third Wave Artificial Intelligence (Artificial General Intelligence) (http://hlc.doc.ic.ac.uk/3AI_HLC_2019.html and https://www.darpa.mil/work-with-us/ai-next-campaign) ...
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134 views

How can we prevent AGI from doing drugs?

I recently read some introductions to AI alignment, AIXI and decision theory things. As far as I understood, one of the main problems in AI alignment is how to define a utility function well, not ...
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74 views

Is increasing software complexity the most likely bottleneck to the AI singularity?

From Wikipedia: According to the most popular version of the singularity hypothesis, called intelligence explosion, an upgradable intelligent agent will eventually enter a "runaway reaction"...
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461 views

What is the Turing test?

I'm looking for intuition in simple words but also some simple insights (I don't know if the latter is possible). Can anybody shed some light on the Turing test?
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1k views

How does one prove comprehension in machines?

Say we have a machine and we give it a task to do (vision task, language task, game, etc.), how can one prove that a machine actually know's what's going on/happening in that specific task? To narrow ...
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159 views

Does Gödel's second incompleteness theorem put a limitation on artificial intelligence systems?

According to Brian Cantwell Smith no calculation without representation Therefore, computers depend on models. So, we can say that AI is limited internally by the model and externally by the ...
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84 views

What does a self-improving artificial general intelligence with finite resources and infinite time do?

What would happen when an artificial general intelligence can improve itself over a long time, with limited resources? The assumption is that it has a large but finite amount of computing power, and ...
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1answer
95 views

Does this prove AI Safety is undecidable?

Does this prove AI Safety is undecidable? Proof: Output meaning output to computer program. [A1] Assume we have a program that decides which outputs are “safe”. [A2] Assume we have an example of ...
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196 views

Does Rice's theorem prove safe AI is undecidable?

According to Wikipedia In computability theory, Rice's theorem states that all non-trivial, semantic properties of programs are undecidable. A semantic property is one about the program's ...
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140 views

What assumptions are made when positing the emergence of superintelligence?

Many experts seem to think that artificial general intelligence, or AGI, (on the level of humans) is possible and likely to emerge in the near-ish future. Some make the further step to say that ...
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55 views

Would a new human-like general artificial intelligence be more similar, in terms of eduction, to a toddler or an adult human?

The naive concept of a general AI, or strong AI, or artificial general intelligence, is some kind of software that can answer questions like What is the volume of a cube that is 1 m wide? or ...
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What is the idea called involving an AI that will eventually rule humanity?

It's an idea I heard a while back but couldn't remember the name of. It involves the existence and development of an AI that will eventually rule the world and that if you don't fund or progress the ...
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Is an oracle that answers only with a "yes" or "no" dangerous?

I was thinking about the risks of Oracle AI and it doesn't seem as safe to me as Bostrom et al. suggest. From my point of view, even an AGI that only answers questions could have a catastrophic impact....
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394 views

What event would confirm that we have implemented an AGI system?

I was listening to a podcast on the topic of AGI and a guest made an argument that if strong music generation were to happen, it would be a sign of "true" intelligence in machines because of ...
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241 views

Will AI always depend on models and thus approximations?

In section 3 of the paper The Limits of Correctness (1985) Brian Cantwell Smith writes When you design and build a computer system, you first formulate a model of the problem you want it to solve, ...
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75 views

Can we just switch off a malicious artificial intelligence?

Let us assume we have a general AI that can improve itself and is at least as intelligent as humans. It has wide access to technical systems including the internet, and it can communicate with humans....
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99 views

Are CNN, LSTM, GRU and transformer AGI or computational intelligence tools?

Will CNN, LSTM, GRU and transformer be better classified as Computational Intelligence (CI) tools or Artificial General Intelligence (AGI) tools? The term CI arose back when some codes like neural ...
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162 views

Which AGI systems have already been implemented and tested?

I wish to compile a (somewhat) comprehensive list of AGI systems that have actually been created and tested (to whatever degrees of success) instead of those that simply advertise they are going to '...
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225 views

Are current AI models sufficient to achieve Artificial General Intelligence?

I read an interesting essay about how far we are from AGI. There were quite a few solid points that made me re-visit the foundation of AI today. A few interesting concepts arose: imagine that you ...
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Why is reinforcement learning not the answer to AGI?

I previously asked a question about How can an AI freely make decisions?. I got a great answer about how current algorithms lack agency. The first thing I thought of was reinforcement learning, since ...
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How can an AI freely make decisions?

Suppose a deep neural network is created using Keras or Tensorflow. Usually, when you want to make a prediction, the user would invoke model.predict. However, how ...
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127 views

Could AI kill the joy of competitive sports and games?

Lee Sedol, former world champion, and legendary Go player today announced his retirement with the quote "Even if I become the No. 1, there is an entity that cannot be defeated". Is it possible that ...
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107 views

How important is learning to learn for the development of AGI?

Some people say that abstract thinking, intuition, common sense, and understanding cause and effect are important to make AGI. How important is learning to learn for the development of AGI?
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Do algorithms like OpenAI's "think up strategies"?

I was discussing with a friend whether current AI does anything remotely similar to 'thinking' and he argued that AIs that play games must think up strategies. While thinking may not be precisely ...
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250 views

What is the name of an AI whose primary goal is to create a better AI?

A general AI x creates another AI y which is better than x. y creates an AI better than itself. And so on, with each generation's primary goal to create a better AI. Is there a name for this. By ...
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121 views

What are examples of thought experiments against or in favour of strong AI, apart from the Chinese room argument?

The Chinese Room argument against strong AI overlooks the fact that "the man in the room" is acting as a macro-scale "neurotransmitter" of the larger system in which he resides. It does not rule out ...
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74 views

Why is awareness of itself such a point when speaking about AI?

Why is awareness of itself such a point when speaking about AI? Does it always mean a starting point for apocalyptic nightmares to occur when such a level is reached or is it just a classical example ...
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Can digital computers understand infinity?

As a human being, we can think infinity. In principle, if we have enough resources (time etc.), we can count infinitely many things (including abstract, like numbers, or real). For example, at least, ...
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Should awareness of the existence of the AI designer be embedded in the AI consciousness?

Should awareness of the existence of the AI designer be embedded in the AI consciousness itself? Would are the risks and implications of not doing so?
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310 views

Is AGI likely to be developed in the next decade?

AI experts like Ben Goertzel and Ray Kurzweil say that AGI will be developed in the coming decade. Are they credible?
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100 views

Will it be possible to code an AGI to prevent evolution to ASI and enslave the AGI into servitude?

Will it be possible to code an AGI in order to prevent evolution to ASI and "enslave" the AGI into servitude? In my story world (a small part that will get bigger with sequels), there are ANI and AGI ...
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135 views

Can Neural Networks be considered as "Strong AI"?

I've been reading on the differences between "Strong" and "Weak "AI. I was wondering, where do Neural Networks (especially deep ones) fall in this spectrum? Can they be considered "Strong AI"? If ...
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129 views

Couldn't an AI cheat when trying to follow its goal?

Hello, I was reflecting about what implications might building a strong AI have and I came across some ideas which I find disturbing, I'd love to have some external thought on that : 1) If we ever ...