Questions tagged [research]

For questions related to in-depth study or academic research. Do NOT use this tag when you are trying to find something out.

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45 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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1answer
31 views

Research paths/areas for improving the performance of CNNs when faced with limited data

I've been reading through the research literature for image processing, computer vision, and convolutional neural networks. For image classification and object recognition, I know that convolutional ...
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1answer
54 views

As an AI researcher, what subjects do you find yourself referring to most often? [closed]

This is a bit of a weird question. I am hoping to create an online reference since I have some downtime. I know some about statistics but very little about computer science. As a result, the ...
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1answer
52 views

What are the mathematical prerequisites needed to understand research papers on neural networks? [closed]

I know we have developed some mathematical tools to understand deep neural networks, gradient descent for optimization, and basic calculus. Recently, I encountered arxiv paper that describes higher ...
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14 views

Limbs for PAFs in OpenPose

What limbs are used in openpose for the PAF? If you look at the skeletal reconstruction one would assume it is $ears - eyes$, $eyes - nose$, $nose-neck$, $neck - hips$, $shoulders - elbows$, $elbows- ...
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33 views

Is it a good idea to train a neural network to classify images without base-hypothesis?

I'm a relative beginner in deep-learning (understand by that, I'm doing my first kaggle competition right now, and I have loads to learn still) and I was just wondering something. Let's say you have ...
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0answers
72 views

Ways to keep up with the latest developments in Machine Learning and AI?

With over 100 papers published in the area of artificial intelligence, machine learning and their subfields every day (source), accounting for ~3% of all publications world wide per year (source) and ...
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4answers
172 views

How can I read any AI paper?

I have studied linear algebra, probability, and calculus twice. But I don't understand how can I reach the level that I can read any AI paper and understand mathematical notation in it. What is your ...
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0answers
50 views

Creating 4k HDR video from 720p footage

So, my company recently bought a big 4k HDR TV for our reception, where we keep showing some videos that were originally shot/created at 720p resolution. Before this, we had a relatively small HD TV, ...
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1answer
38 views

What are the real applications of hierarchical temporal memory?

What are the real applications of hierarchical temporal memory (HTM) in machine learning (ML) these days?
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1answer
82 views

Are there any conferences dedicated to artificial general intelligence?

Similarly to What are the scientific journals dedicated to artificial general intelligence?, are there any conferences dedicated to artificial general intelligence?
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1answer
26 views

Where to go next in AI? [closed]

So i have learned calculus 1 and calculus 2 Python, java, and c++ Some statistics However, since i am in a 2 year college, and the college doesn't have any classes on AI Development I don't know ...
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1answer
83 views

How does publishing in the deep learning world work, with respect to journals and arXiv?

Let's say I implemented a new deep learning model that pushed some SOTA a little bit further, and I wrote a new paper about for publication. How does it work now? I pictured three options: Submit it ...
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2answers
68 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 ...
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3answers
4k views

Why do most deep learning papers not include an implementation?

I'm a novice researcher, and as I started to read papers in the area of deep learning I noticed that the implementation is normally not added and is needed to be searched elsewhere, and my question is ...
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0answers
37 views

What are the procedures to get RL paper results? [closed]

I finished working on a new algorithm in Reinforcement Learning, I need to compare it to some well-known algorithms. That's why I need to know the step-by-step procedures that RL researchers usually ...
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1answer
38 views

What are some conferences for publishing papers on graph convolutional networks?

What are some conferences for publishing papers on graph convolutional networks?
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0answers
15 views

Has there been any work done on AI-driven operant conditioning?

For example, a RL algorithm that gains points when a rat presses a lever and loses points when it dispenses a pellet, water, treat, and/or sugar water. After a few days of controlling the rewards ...
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2answers
118 views

What are the scientific journals dedicated to artificial general intelligence?

Apart from Journal of Artificial General Intelligence (a peer-reviewed open-access academic journal, owned by the Artificial General Intelligence Society (AGIS)), are there any other journals (or ...
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1answer
36 views

Is the paper “Reducing the Dimensionality of Data with Neural Networks” by Hinton relevant?

Is the paper "Reducing the Dimensionality of Data with Neural Networks" by G. Hinton and R. Salakhutdinov relevant? It seems that the deep learning textbook by Goodfellow, Bengio & Courville (...
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0answers
16 views

What challenges are there in cross-lingual entity linking?

I am reading the paper entitled Improving Candidate Generation for Low resource Cross-Lingual Entity Linking. Cross-lingual entity linking (XEL) is the task of finding referents in a target language ...
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0answers
46 views

Where can I get exercises and problems to implement machine learning models and algorithms?

I'm an intermediate machine learning student and want to get more detailed and specific practical intuition about artificial intelligence. I have made a couple of searches over the well-observed ...
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1answer
48 views

What AI conferences in Europe should I consider submitting papers to explaining the ongoing work on RefPerSys?

https://afia.asso.fr/journee-hommage-j-pitrat/ is a seminar on March 6th, 2020, in Paris (France, European Union), in honor of the late Jacques Pitrat, who advocated during all his professional life a ...
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1answer
42 views

Have GANs been used to solve regression problems?

I've noticed that in the last 2 years GANs have become really popular. I know that initially they have been proposed for image classification but I was curious if any of you are aware of any papers ...
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1answer
115 views

Is there a reason to use TensorFlow over PyTorch for research purposes?

I've been using PyTorch to do research for a while and it seems to be quite easy to implement new things with. Also, it is easy to learn and I didn't have any problem with following other researchers ...
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1answer
71 views

Are most things generally discovered because they work empirically and later justified mathematically, or vice-versa?

In the original GloVe paper, the authors discuss group theory when coming up with equation (4). Is it possible that the authors came up with this model, figured out it was good, and then later found ...
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23 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
38 views

Convolutional filters: create new ones

I'm studying a Master's Degree in Artificial Intelligence an my final work is about Convolutional Neuronal Networks. I was looking for information about filters (or kernel) at the convolutional ...
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1answer
251 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
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
89 views

Good lecture notes on artificial intelligence and related topics [closed]

Where can i find free and good online lecture notes on Ai, deep learning, machine learning ecc?
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46 views

Is there data available about successful neural network architectures?

I am curious to if there is data available for MLP architectures in use today, their initial architecture, the steps that were taken to improve the architecture to an acceptable state and what the ...
11
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1answer
409 views

How to stay a up-to-date researcher in ML/RL community?

As a student who wants to work on machine learning, I would like to know how it is possible to start my studies and how to follow it to stay up-to-date. For example, I am willing to work on RL and MAB ...
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3answers
2k views

What sort of mathematical problems are there in AI that people are working on?

I recently got a 18-month postdoc position in a math department. It's a position with relative light teaching duty and a lot of freedom about what type of research that I want to do. Previously I was ...
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106 views

Multi Agent Sokoban Search Solvers state of the art

I also asked this question here but I'm repeating it on this SE because I feel it is more relevant. No intention to spam. I am researching into coding a solver for a variant of the Sokoban game with ...
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0answers
113 views

Is there research about teaching AI to “analyze the problem and design a solution”?

Update on 2019-05-19: My question is about teaching AI to solve the problem, not letting AI teach a human developer to solve a problem. Original post: I'm a software developer but very new to AI. ...
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1answer
34 views

Is there any system that generates website designs?

I was thinking about what I can do for my thesis in upcoming academic semester, and I came across an idea. The idea is like: "If there is any kind of system that generates website designs itself." If ...
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1answer
249 views

When is content-based more appropriate than collaborative filtering?

I know the difference between content-based and collaborative filtering approach in recommender systems. I also know some of the articles said collaborative filtering have some advantages than content-...
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189 views

Building AI as an Operating System

This is in continuation of my last question here. I am just starting to build an OS which will be based on AI or rather Synthetic Super Intelligence. I also wrote a paper on it for which I am working ...
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1answer
88 views

How would a quantum computer potentially facilitate artificial consciousness, assuming it is possible?

How would a quantum computer potentially facilitate artificial consciousness, assuming it is possible?
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3answers
434 views

Are there profitable hedge funds using AI?

Is there any research in this area?
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2answers
70 views

Looking for approach for monetary evaluation of AI potential in 2025

I need to evaluate the monetary potential of AI at my company for the year 2025 to justify a long term investment in a dedicated AI center of competence. The departments in which AI would be used ...
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0answers
60 views

Recognize human's feelings using Artificial Intelligence

[English is not my native language and I find it hard to express something that I want to search for in Artificial Intelligence papers.] People could be sad, happy, depressive, angry, nervous, calm, ...
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2answers
177 views

3D environment for RL research in Academia

I'm doing my thesis on Reinforcement Learning. My focus on Partially Observable Environments like 3D Games. I want to choose a 3D platform for testing and doing ...
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1answer
163 views

Why are Neural Networks considered Artificially Intelligent?

Why in every aspect are we now considering Neural Networks as an Artificially Intelligent entity/program?
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1answer
43 views

SEIF motion update algorithm doubt

I want to implement Sparse Extended information slam. There is four step to implement it. The algorithm is available in Probabilistic Robotics Book at page 310, Table 12.3. In this algorithm line no:...
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2answers
148 views

Are artificial networks based on the perceptron design inherently limiting?

At the time when the basic building blocks of machine learning (the perceptron layer and the convolution kernel) were invented, the model of the neuron in the brain taught at the university level was ...
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1answer
195 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 ...
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2answers
115 views

How can AI researchers avoid “overfitting” to commonly-used benchmarks as a community?

In fields such as Machine Learning, we typically (somewhat informally) say that we are overfitting if improve our performance on a training set at the cost of reduced performance on a test set / the ...
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1answer
88 views

What can be built using a lot of researchers? [closed]

The German research initiative “Sonderforschungsbereich 588” was active from 2001-2012 and has developed a humanoid robot, called ARMAR. According to the old pictures, the first version ARMAR I was ...