• Breaking News

    Tuesday, September 22, 2020

    [R] UC Berkeley Reward-Free RL Beats SOTA Reward-Based RL Computer Science

    [R] UC Berkeley Reward-Free RL Beats SOTA Reward-Based RL Computer Science


    [R] UC Berkeley Reward-Free RL Beats SOTA Reward-Based RL

    Posted: 21 Sep 2020 06:13 PM PDT

    A new paper from researchers at the University of California, Berkeley addresses this issue with Augmented Temporal Contrast (ATC), a new unsupervised learning (UL) task for learning visual representations agnostic to rewards and without degrading the control policy.

    Here is a quick read: UC Berkeley Reward-Free RL Beats SOTA Reward-Based RL

    The paper Decoupling Representation Learning from Reinforcement Learning is on arXiv.

    submitted by /u/Yuqing7
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    Short Lists With Short Programs In Short time

    Posted: 21 Sep 2020 05:23 AM PDT

    convolutional neural network

    Posted: 22 Sep 2020 03:28 AM PDT

    Is convolution, pooling (activiation function) and fully connected layers are Deep convolutional neural network techniques

    submitted by /u/ali-nawaz14
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    At the International Math Olympiad, Computers Prepare to Go for the Gold

    Posted: 21 Sep 2020 05:58 PM PDT

    Difference Between Big Data And Cloud Computing

    Posted: 21 Sep 2020 09:48 PM PDT

    What it's like to actually use Honeywell's new quantum computer

    Posted: 21 Sep 2020 03:15 PM PDT

    Working on a project that lets you edit a spreadsheet to generate Python

    Posted: 21 Sep 2020 12:04 PM PDT

    Heyo, I'm Aaron!

    In quarantine, I've been doing lots of data analytics challenges. Since I'm new to Python, I spend most of my time furiously browsing Stack Overflow to find the right Python functions :)

    At school, I learned to do data analysis in a spreadsheet. Because they're so visual, data cleaning and manipulation is easy. I wanted this simplicity in my Python workflow.

    So I built Mito!

    Mito is an editable spreadsheet in your Jupyter notebook. Pass in a Pandas data frame, make the edits you want, and Mito will automatically convert your edits into production-ready Python code.

    You can clean, filter, find/replace, and use standard spreadsheet functions in Mito, giving you the visibility and ease of a spreadsheet with the power and repeatability of Python.

    I'd love to hear your thoughts about how this might be useful to you. You can see it and get access here!

    submitted by /u/aarondiamond-reivich
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    Open prizes / bounties / goals in COSC?

    Posted: 21 Sep 2020 06:40 AM PDT

    I'll occasionally read about somebody winning some reward (usually monetary) for solving a problem posed by either an organization or company. In other words, essentially open prizes for solving a problem, or even competitions with a similar goal. You see this type of thing occasionally in every field really. Does anyone know of any open questions or problems in computer science like this? Really in any scope, I'm also just trying to see if this exists much in the field.

    submitted by /u/StrangeTamerboyo
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    The future of privacy in CS & Tech

    Posted: 21 Sep 2020 11:51 AM PDT

    Sup ppl. Sorry this thread doesn't have anything to do with discrete maths, AI, or D&D.

    This maybe a little more philosophical so hold onto your butts.

    With the news about Facebook accessing your camera on IG, I wanted to see what this sub thinks about the future of privacy and info hoarding/ life mapping that seems to be the biggest subject related to CS. There's so much bullshit out there, I figured I would ask at the source.

    Personally I think zuck is a solid guy, and with Facebook and google too big to fail, bordering on essential with their free services. I understand that they have bills to pay, as well as shareholders and governments to please. It's complicated at the top lol.

    Is this something that will eventually be phased out?Will more measures be provided to help keep your anonymity in the pool of data, and prevent abuse. Or is this the new world we're heading for where everything is open, everyone is connected, and you wont need a bathroom door anymore?

    Thanks

    submitted by /u/Unit1284
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