Use when requesting examples of research or research papers, books, articles, blog posts or courses. For example, "Is there any published research about X?" or "What are good examples of Y in research?".
Questions tagged [reference-request]
469 questions
65
votes
4 answers
How to select number of hidden layers and number of memory cells in an LSTM?
I am trying to find some existing research on how to select the number of hidden layers and the size of these of an LSTM-based RNN.
Is there an article where this problem is being investigated, i.e., how many memory cells should one use? I assume it…
Stephen Johnson
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56
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11 answers
What are some well-known problems where neural networks don't do very well?
Background: It's well-known that neural networks offer great performance across a large number of tasks, and this is largely a consequence of their universal approximation capabilities. However, in this post I'm curious about the…
ABIM
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35
votes
7 answers
What are examples of promising AI/ML techniques that are computationally intractable?
To produce tangible results in the field of AI/ML, one must take theoretical results under the lens of computational complexity.
Indeed, minimax effectively solves any two-person "board game" with win/loss conditions, but the algorithm quickly…
k.c. sayz 'k.c sayz'
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29
votes
4 answers
What are the current theories on the development of a conscious AI?
What are the current theories on the development of a conscious AI? Is anyone even trying to develop a conscious AI?
Is it possible that consciousness is an emergent phenomenon, that is, once we put enough complexity into our system, it will become…
Micky-D
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28
votes
4 answers
How could we build a neural network that is invariant to permutations of the inputs?
Given a neural network $f$ that takes as input $n$ data points: $x_1, \dots, x_n$. We say $f$ is permutation invariant if
$$f(x_1 ... x_n) = f(\sigma(x_1 ... x_n))$$
for any permutation $\sigma$.
How could we build such a neural network? The…
Josef Ondrej
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28
votes
8 answers
Is there any research on the development of attacks against artificial intelligence systems?
Is there any research on the development of attacks against artificial intelligence systems?
For example, is there a way to generate a letter "A", which every human being in this world can recognize but, if it is shown to the state-of-the-art…
Lion Lai
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27
votes
3 answers
Where can I find the proof of the universal approximation theorem?
The Wikipedia article for the universal approximation theorem cites a version of the universal approximation theorem for Lebesgue-measurable functions from this conference paper. However, the paper does not include the proofs of the theorem. Does…
Leroy Od
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24
votes
2 answers
Are there other approaches to deal with variable action spaces?
This question is about Reinforcement Learning and variable action spaces for every/some states.
Variable action space
Let's say you have an MDP, where the number of actions varies between states (for example like in Figure 1 or Figure 2). We can…
Rikard Olsson
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20
votes
2 answers
How do neural networks play chess?
I have been spending a few days trying to wrap my head around how and why neural networks are used to play chess.
Although I know very little about how the game of chess works, I can understand the following idea. Theoretically, we could make a…
stats_noob
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19
votes
3 answers
What are the mathematical prerequisites for an AI researcher?
What are the mathematical prerequisites for understanding the core part of various algorithms involved in artificial intelligence and developing one's own algorithms?
Please, refer to some specific books.
Surya Bhusal
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18
votes
4 answers
Where can I find the original paper that introduced RNNs?
I was able to find the original paper on LSTM, but I was not able to find the paper that introduced "vanilla" RNNs. Where can I find it?
Ahsan Tarique
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18
votes
2 answers
What research has been done in the domain of "identifying sarcasm in text"?
Identifying sarcasm is considered one of the most difficult open-ended problems in the domain of ML and NLP/NLU.
So, was there any considerable research done on that front? If yes, then what is the accuracy like? Please, also, explain the NLP model…
Dawny33
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18
votes
3 answers
Which explainable artificial intelligence techniques are there?
Explainable artificial intelligence (XAI) is concerned with the development of techniques that can enhance the interpretability, accountability, and transparency of artificial intelligence and, in particular, machine learning algorithms and models,…
nbro
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16
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2 answers
How can I automate the choice of the architecture of a neural network for an arbitrary problem?
Assume that I want to solve an issue with a neural network that either I can't fit to existing architectures (perceptron, Konohen, etc) or I'm simply not aware of the existence of those or I'm unable to understand their mechanics and I rely on my…
Zoltán Schmidt
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1 answer
Are the dialogs at Sophia's (the robot) appearings scripted?
I talk about the robot from: Hanson Robotics, which was granted the right to citizenship from Saudi Arabia.
I have found the following articles:
Your new friend is a humanoid robot
Source: theaustralian.com.au
Like Amazon Echo, Google Assistant and…
tgogos
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