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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37 views

Is there a theory that captures the following ideas?

A big class of problems that are relevant in today's society are full of uncertainty and are also sometimes computationally intractable. Along our lives we come to realize that we are solving the same ...
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30 views

How well can NLP techniques recognize connotations in natural languages?

What is the state of the art with respect to recognizing connotations in natural languages? For instance: Trump is a better president than Obama. [Praising] Trump is the worst president ...
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28 views

Are there any good research papers on image identification with limited data?

I'm a newbie in machine learning and I am interested in neural networks. Are there any good research papers on image identification with limited data?
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1answer
55 views

Is there a good and easy paper to code policy gradient algorithms (REINFORCE) from scratch?

I am interested in learning about policy gradient algorithms and REINFORCE. Can you suggest a good and easy paper that I can use to code them from scratch?
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1answer
921 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 ...
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2answers
1k 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 ...
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0answers
96 views

Given the coordinates of an object in an image, is it possible to predict the coordinates of the same object in a different perspective?

I am trying to figure out how to approach this. Given training data of images and the pixel coordinates of the centre of an object in that image, would it be possible to predict the pixel coordinates ...
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1answer
64 views

How would you build an AI to output the primary concept of a paragraph?

My thinking is you input a paragraph, or sentence, and the program can boil it down to the primary concept(s). Example: Input: Sure, it would be nice if morality was simply a navigation toward ...
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1answer
46 views

Which simulation platform is used by DeepMind (and others) to handle inverse kinematics musculoskeletal?

Which simulation platform is used by DeepMind and others to handle inverse kinematics musculoskeletal simulation, etc., for reinforcement learning simulations and agents? I thought they use Unity or ...
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1answer
347 views

What are some online courses on artificial general intelligence?

Although no artificial general intelligence (AGI) has yet been created, probably, there are already some courses on the topic. So, what are some online (preferably free) courses on AGI?
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28 views

Are there any training datasets using standard font text rather than hand written ones?

Are there any training datasets using standard font text rather than handwritten ones? I tried using the MNIST handwritten one on font based chars, but it didn't work well.
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1answer
243 views

What are the most common deep reinforcement learning algorithms and models apart from DQN?

Recently, I have completed Atari Breakout (https://arxiv.org/pdf/1312.5602.pdf) with DQN. Similar to DQN, what are the most common deep reinforcement learning algorithms and models in 2020? It seems ...
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1answer
261 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 ...
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1answer
293 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 ...
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1answer
79 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 ...
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1answer
60 views

Which humanoid robots have open-source software (or hardware)?

Apart from iCub, whose open-source software can be found at https://github.com/robotology/icub-main, what other humanoid robots have open-source and freely accessible software (or hardware)?
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1answer
2k views

What are some good alternatives to U-Net for biomedical image segmentation?

Soon I will be working on biomedical image segmentation (microscopy images). There will be a small amount of data (a few dozens at best). Is there a neural network, that can compete with U-Net, in ...
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1answer
116 views

Which work originally introduced gradient clipping?

The Deep Learning book mentions that it's been used for years but the oldest sources it mentions are from 2012: A simple type of solution has been in use by practitioners for many years: clipping ...
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29 views

Will structured knowledge bases continue to be used in question answering with the likes of BERT gaining popularity?

This may come across as an open and opinion-based question, I definitely want to hear expert opinions on the subject, but I am also looking for references to materials that I can read deeply. One of ...
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1answer
77 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,...
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0answers
22 views

Is there an up-to-date list of suitable kernels for Gaussian processes?

Consider a stochastic process $\{X_t \colon t \in T\}$ indexed by a set $T$. We assume for simplicty that $T \in \mathbb{R}^n$. We assume that for any choice of indexes $t_1, \dots, t_n$, the random ...
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0answers
43 views

What is currently the most competitive regression models/algorithms used on the "Boston Housing Prices" dataset?

I'm currently looking for a standard data-set to test some new regression models I've been developing on, and the "Boston Housing Prices" data-set seemed to stand out, since it's very ...
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1answer
142 views

Is there any resource that describes in detail 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 ...
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65 views

What AI technologies were used in earlier versions of StarCraft?

I remember back in the 2000s, it was, and still is possible to play against computers in StarCraft BroodWar. They were not as good as pro players, but still reasonably smart. What AI technologies ...
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1answer
62 views

What is the current state-of-the-art in unsupervised cross-lingual representation learning?

What is the current state-of-the-art in unsupervised cross-lingual representation learning?
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1answer
90 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?
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11answers
10k views

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 ...
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1answer
166 views

What are recent AI software systems and research papers close to J. Pitrat's ideas?

J. Pitrat (born in 1934) was a French leading artificial intelligence scientist (the first to get a Ph.D. in France mentioning "artificial intelligence"). His blog is still online and of ...
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5answers
3k views

What are examples of approaches to create an AI for a fighting robot in an MMO game?

I have an MMO game where I have players. I wanted to invent something new to the game, and add player-bots to make the game be single-playable as well. The AI I want to add is simply only for fighting ...
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1answer
961 views

Is there a simple proof of the convergence of TD(0)?

Does anybody know a simple proof of the convergence of the TD(0) value function prediction algorithm?
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1answer
90 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 ...
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0answers
28 views

Did people analyze dynamics of very simple LSTMs?

I wonder if researchers tried to understand how LSTMs work by analyzing the dynamics of simple LSTM (e.g. with 2 units)? For example, how the hidden state evolves depending on the properties of weight ...
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0answers
15 views

Regional specialization in neural networks (especially for language processing)?

What is the status of the research on regional specialization of the artificial neural networks? Biology knows that such specialization exists in the brain and it is very important for the functioning ...
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1answer
57 views

How many ways are there to perform image segmentation?

I'm new in Artificial Intelligence and I want to do image segmentation. Searching I have found these ways Digital image processing (I have read it in this book: Digital Image Processing, 4th edition)...
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2answers
110 views

Is there an AI technology that can predict human behaviour?

Is there an AI technology out there or being developed that can predict human behaviour, given that we as humans are irrational decision-makers? I'm looking at this from an economic standpoint - the ...
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1answer
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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1answer
267 views

Which AI methods are most appropriate for login face recognition?

I want to make a face authentication application. I need to approve the face during the login based on whether the registered face and the login face match. Which are the possible appropriate AI ...
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0answers
24 views

What are examples of models for traffic sign detection that can be easily implemented?

I'm working on a college project about traffic sign detection and I have to choose a paper to implement it, but I have basic knowledge of TensorFlow and I'm afraid of choosing a paper that I can't ...
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0answers
35 views

References on generalization theory and mathematical abstraction of ML concepts

I'd like to learn about generalization theory for machine learning algorithms. I'm looking for books and other references (in case books aren't available) that provide a gentle introduction to the ...
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1answer
55 views

What are some references that describe known filters (or kernels) and how we can create new ones?

I'm pursuing a master's degree in Artificial Intelligence. My final work is about Convolutional Neural Networks. I was looking for information about filters (or kernels) of the convolutional layers. I ...
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0answers
123 views

How to count pixels in a object mask which is segmented using Mask R-CNN?

I have segmented concrete cracks from concrete structure images using Mask R-CNN. Now I need to measure the length of the segmented masked crack. Will the pixel counting method work? Can anyone help?...
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2answers
264 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 ...
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1answer
76 views

Are there any good ways of simultaneously incorporating object detection with speech recognition?

Are there any good ways of simultaneously incorporating object detection with speech recognition? For example, if you want to identify whether an animal is a dog or cat, we can obviously use visual ...
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4answers
109 views

What are examples of books or papers on the details of convolutional neural networks?

I'm studying a master's degree and my final work is going to be about the convolutional neural network. I read a lot of books and I did Convolutional Network Standford's course, but I need more. Are ...
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1answer
354 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 ...
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0answers
382 views

Is it possible to create a decompiler using AI?

I would like to decompile a compiled file to source code. Is it possible to use any AI technique to perform decompilation? Is there any research on this topic? If yes, can you briefly explain one of ...
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0answers
30 views

Is there a detailed description or implementation of an end-to-end speech recognition system?

I am currently trying to implement an end-to-end speech recognition system from scratch, that is, without using any of the existing frameworks (like TensorFlow, Keras, etc.). I am building my own ...
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2answers
90 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 ...
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1answer
111 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?
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2answers
1k views

Has machine learning been combined with logical reasoning (for example, PROLOG)?

There are mainly two different areas of AI at the moment. There is the "learning from experience" based approach of neural networks. And there is the "higher logical reasoning" ...

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