Questions tagged [reference-request]

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?".

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24
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8answers
4k views

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 ...
17
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4answers
4k views

Permutation invariant neural networks

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 $\...
13
votes
2answers
22k views

How can these 7 AI problem characteristics help me decide on an approach to a problem?

If this list1 can be used to classify problems in AI ... Decomposable to smaller or easier problems Solution steps can be ignored or undone Predictable problem universe Good solutions are ...
12
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2answers
178 views

Is there any artificial intelligence that possesses “concentration”?

Humans can do multiple tasks at the same (e.g. reading while listening to music), but we memorize information from less focused sources with worse efficiency than we do from our main focus or task. ...
11
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1answer
226 views

What are the state-of-the-art results on the generalization ability of deep learning methods?

I've read a few classic papers on different architectures of deep CNNs used to solve varied image-related problems. I'm aware there's some paradox in how deep networks generalize well despite ...
9
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1answer
1k views

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 ...
9
votes
3answers
524 views

Is there an AI model for generating sarcastic sentences?

I am currently working on an Android AI app. I am aware of AI models to generate random sentences. However, is there an AI model for generating sarcastic sentences?
8
votes
2answers
992 views

What are some alternatives to the book “Artificial Intelligence: A Modern Approach”?

There are two textbooks that I most love and am most afraid of in the world: Introduction to Algorithms by Cormen et al. and Artificial Intelligence: A Modern Approach by Norvig et al. I have started ...
8
votes
1answer
100 views

How does Atlas from Boston Dynamics have human-like movement?

Discussing the video More Parkour Atlas a friend asked how the robot's movement where so similar to the one from a real human and wondering how this is achieve? To my knowledge this is not something ...
7
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1answer
68 views

Medical diagnosis systems based on artificial neural networks

Are there any medical diagnosis systems that are already used somewhere that are based on artificial neural networks?
7
votes
2answers
120 views

Measuring Soft Skill

How can we attach numerical value to the measurement of soft skill? Is there any book, site or materials that can teach me how to do this? I want to know if there is any way we can measure soft skill ...
7
votes
3answers
398 views

What types of applications qualify as “compound intelligences”?

A question about swarm intelligence as a potential method of strong general AI came up recently, and yielded some useful answers and clarifications regarding the nature of swarm intelligence. But it ...
6
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2answers
58 views

Where to publish replications of machine learning papers?

If I replicated the results of a machine learning paper, is there a website that I can publish my code to that collects informal replication attempts? https://paperswithcode.com/ allows anyone to ...
6
votes
3answers
452 views

AI beginners books for coding [closed]

Does anyone know a good book to buy for beginners to coding for artificial intelligence? I have done some coding in Java and a little with Python, but I would be willing to learn a new language too.
6
votes
2answers
2k views

How can I create an artificially intelligent aimbot for a game like CS:GO?

How can I create an artificially intelligent aimbot for a game like Counter-Strike Global Offensive (CS:GO)? I have an initial solution (or approach) in mind. We can train an image recognition model ...
5
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3answers
188 views

How is neural architecture search performed?

I have come across something that IBM offers called neural Architecture search. You feed it a data set and it outputs an initial neural Architecture that you can train. How is neural architecture ...
5
votes
1answer
80 views

What AI applications exist to solve sustainability issues?

The Sustainable Development Goals of the United Nations describe a normative framework which states what future development until 2030 should strive for. On a more abstract level a basic definition ...
5
votes
1answer
414 views

What are examples of reference books to start with AI? [closed]

Can anyone suggest reference books to start with AI? Preferably, I am looking for books that provide source code in Java or Python.
5
votes
1answer
225 views

What are some resources for coding some artificial intelligence techniques in the context of games?

I know the most basic rudimentary theory on AI, and I want to delve into actual practical coding with AI and machine learning. I already know a decent bit of coding in C++ and I'm learning Python ...
5
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1answer
1k views

Can reinforcement learning algorithms be applied to computer vision problems?

Can reinforcement learning algorithms be applied to computer vision problems? If yes, what are some examples of these applications?
5
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1answer
169 views

Self-driving control logic based on semantic segmentation

In the context of autonomous driving, two main stages are typically implemented: an image processing stage and a control stage. The first aims at extracting useful information from the acquired image ...
5
votes
1answer
95 views

Which Rosenblatt's paper describes Rosenblatt's perceptron training algorithm?

I struggle to find Rosenblatt's perceptron training algorithm in any of his publications from 1957 - 1961, namely: Principles of Neurodynamics: Perceptrons and the Theory of Brain Mechanisms The ...
4
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3answers
155 views

Does an AI exist that can write software based on a formal specification?

Does an AI (or software) exist that can automatically write software based on a formal specification of the software?
4
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3answers
97 views

What are some resources with exercises related to neural networks?

I am asking for a book (or any other online resource) where we can solve exercises related to neural networks, similar to the books or online resources dedicated to mathematics where we can solve ...
4
votes
1answer
346 views

What are some resources on computational learning theory?

Pretty soon I will be finishing up Understanding Machine Learning: From Theory to Algorithms by Shai Ben-David and Shai Shalev-Shwartz. I absolutely love the subject and want to learn more, the only ...
4
votes
1answer
55 views

Is there any literature on the design of dialogue systems for interviews and questionnaire administration?

For my master thesis I am working on a dialogue system that should be deployed in hospitals to administer simple questionnaires to patients. I already did literature research and I'm fine with what I ...
4
votes
1answer
171 views

What does “hard for AI” look like?

In theoretical computer science, there is a massive categorization of the difficulty of various computational problems in terms of their asymptotic worst-time computational complexity. There doesn't ...
4
votes
1answer
89 views

Detailed resource for a naive example-based machine translation algorithm

I'm looking to develop a machine translation tool for a constructed language. I think that the example-based approach is the most suitable because the said language is very regular and I can have a ...
4
votes
1answer
53 views

Are there examples of neural networks (used for control) implemented on a FPGA or on a neurochip?

Greetings to all respected colleagues! I want to consult on the use of FPGAs and neurochips. I plan to use it in my laboratory project for programming control systems on neural networks. In my work,...
3
votes
4answers
2k views

Is there something like OpenCV for voice recognition & NLP?

As you know OpenCV is a big great open-source library for image recognition and machine vision(and may further purposes like computer graphics, etc). Is there similar library in sound field(Voice ...
3
votes
3answers
975 views

Is there a mathematical proof that shows that certain parameters work “better” than others for a certain task?

The machine learning community often only provides empirical results, but I am also interested in theoretical results and proofs. Specifically, is there a mathematical proof that shows that certain ...
3
votes
1answer
89 views

Which books or papers clearly explain the relation between Ising models and deep neural networks?

I am looking for a book or paper which clearly explains the relationship between Ising models and deep neural networks. Can anyone provide any references?
3
votes
2answers
153 views

What are some books or state of the art papers about the development of a strong-AI?

I am looking for books or to state of the art papers about current the development trends for a strong-AI. Please, do not include opinions about the books, just refer the book with a brief ...
3
votes
3answers
444 views

Which functions can't neural networks learn efficiently?

There are a lot of papers that show that neural networks can approximate a wide variety of functions. However, I can't find papers that show the limitations of NNs. What are the limitations of ...
3
votes
1answer
56 views

How can I use machine learning to predict properties (such as the area) of simple polygons?

Imagine a set of simple (non-self-intersecting) polygons given by the coordinate pairs of their vertices $[(x_1, y_1), (x_2, y_2), \dots,(x_n, y_n)]$. The polygons in the set have a different number ...
3
votes
2answers
71 views

What is the proof that policy evaluation converges to the optimal solution?

Although I know how the algorithm of iterative policy evaluation using dynamic programming works, I am having a hard time realizing how it actually converges. It appeals to intuition that, with each ...
3
votes
1answer
44 views

Reinforcement learning with hints or reference model

In Reinforcement Learning, when I train a model, it comes up with its own set of solutions. For example, if I am training a robot to walk, it will come up with its own walking gait, such as this Deep ...
3
votes
1answer
180 views

Searching keywords on web

I have not studied machine learning or AI really, but my job sometimes requires me to automate stuff. Right now the requirement I have, seems to be under AI domain, but I am not sure about ...
3
votes
3answers
62 views

What are some use cases of few-shot learning?

Besides computer vision and image classification, what other use cases/applications are for few-shot learning?
3
votes
1answer
121 views

Can Artificial Being learn despite a lack of self-awareness?

While am thinking about the age of Artificial General Intelligence and Artificial SuperIntelligence , this question came into my mind. This Bell Labs blog post says: "...where humanity is ...
3
votes
1answer
80 views

Is there a way of computing a prominence score based on the prevalence of features in an image?

Is there any previous work on computing some sort of prominence score based on the prevalence of features in an image? For example, let's say I am classifying images based on whether or not they have ...
3
votes
2answers
475 views

Is there an AI system that automatically generates classes and methods by giving it voice commands?

I want to develop (in Java) a voice plugin for Eclipse on a Mac that helps me jot down high-level classes and stub methods. For example, I would like to command it to create a class that inherits from ...
3
votes
1answer
794 views

Are there papers about automatic punctuation of written text?

I am building a system that should take text without punctuation and automatically add punctuation. I found some papers about automatic punctuation, but they are mostly about spoken language ...
3
votes
0answers
32 views

Which machine learning method can take a matrix as input?

I am pretty new to the machine learning field. I want to use an $n \times m$ matrix as the input of a model, in order to predict a vector $1 \times m$, both of real numbers. Input data are quite clean,...
3
votes
0answers
33 views

References and books for unsupervised learning

I am looking for good introductory and advanced books in AI, especially unsupervised learning. I have already read books like Probabilistic Graphical Models from D. Kholler and Pattern Recognition and ...
2
votes
2answers
281 views

Is there any good reference for double deep Q-learning?

I am new in reinforcement learning, but I already know deep Q-learning and Q-learning. Now, I want to learn about double deep Q-learning. Do you know any good references for double deep Q-learning? ...
2
votes
2answers
69 views

Which neural network is appropriate for measuring object dimensions from stereo images?

I have stereo pairs (left, right) images of concrete cracks. I want to measure the length of the crack from those image pairs. Which neural network is appropriate for measuring object dimensions from ...
2
votes
2answers
67 views

AI with conflicting objectives?

A recent question on AI and acting recalled me to the idea that in drama, there are not only conflicting motives between agents (characters), but a character may themselves have objectives that are in ...
2
votes
1answer
73 views

Other deep learning image generation techniques besides GANs?

Can you please point me to some resources about image genereation besides GANs? Are there any other techniques throughout history? How did idea of image generation evolved and how it started? I tried ...
2
votes
2answers
83 views

Is AI already being used in the drug industry to combat the COVID-19?

We all have heard about how beneficial AI can be in health. There are plenty of papers and research about confronting against diseases, like cancer. However in 2020 with COVID-19 be one of the most ...