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Prikvačeni tweet
Our
#AAAI2020 paper "Differentiable Reasoning on Large Knowledge Bases and Natural Language" is online! https://arxiv.org/abs/1912.10824 -- Together with an open-source neuro-symbolic reasoning framework, in TF: https://github.com/uclnlp/gntp , w/@backprop2seed@_rockt@riedelcastro@egrefenpic.twitter.com/CwemBQex0T
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Relational processing in the semantic domain is impaired in medial temporal lobe amnesia from the brilliant Margaret Keane, Mieke Verfaellie et al.https://onlinelibrary.wiley.com/doi/full/10.1111/jnp.12196 …
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If your new algorithm for your ICML submission is too slow, this blog post is made for you: https://francisbach.com/acceleration-without-pain/ …
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François (
@madlag) is both an independent ML researcher investigating sparse efficient models and... an early angel investor in
Happy that he agreed to share some of his knowledge and experience on sparse models in a series of posts!
First one is herehttps://medium.com/huggingface/is-the-future-of-neural-networks-sparse-an-introduction-1-n-d03923ecbd70 …Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
The Missing Semester of Your CS Education: https://missing.csail.mit.edu/ -- a collection of useful guides on all the tools (e.g. the shell, Vim, Git) that someone with a non-CS background may need in order to become much more productive
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#nlphighlights 104:@SanhEstPasMoi and@Thom_Wolf talk to us about model distillation, when you try to approximate a large model's decision boundary with a smaller model. After talking about the general area, we dive into DistilBERT.https://soundcloud.com/nlp-highlights/104-model-distillation-with-victor-sanh-and-thomas-wolf …Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
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Mixtures are *A M A Z I N G*! They let you: 1) marginalize in O(k) (k = # components) if components can marginalize (eg. Gaussian) 2) approximate well enough *any* density for k → +∞ i.e., asymptotically...but in practice? How many Gaussians to fit the densities in the pic?pic.twitter.com/fhsv6SzPYF
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CLARIFY Kick-off meeting!!! Today the Consortium members meet
at Hospital Puerta de Hierro to start up the project and organize the work for the next months. 
CLARIFY Team!pic.twitter.com/1IpFeypASA
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Interesting work! Reminds me also of
#AutoML and the#AutomaticStatistician. A shameless advertisement of our own#AAAI19 work on the "Automatic Bayesian Density Analysis", http://arxiv.org/abs/1807.09306 , with@alejom_ml,@ropeharz, Zoubin Ghahramani, and@IValeraM https://twitter.com/ricard_sole/status/1223556718333960193 …pic.twitter.com/tQrpOKjdIb
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"NNs work well, so we use them. This is an understandable reflex. In the enthusiasm with which the scientific community has embraced
#DeepLearning building an understanding of how they work is trailing behind" What a beautiful intro@Ilsebyl@wouterd84 http://arxiv.org/abs/2001.01987 pic.twitter.com/HlVD0jcmns
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Big thanks to
@DARPA &@Microsoft for their fellowships (all credit to my awsm students)!
Imp: Multiple *POSTDOC positions* in @UNCNLP via these awards; pls apply/share -> http://www.cs.unc.edu/~mbansal/postdoc-advt-unc-nlp.pdf … https://college.unc.edu/2020/01/bansal-awards/ … https://www.microsoft.com/en-us/research/academic-program/microsoft-investigator-fellowship/ …@MSFTResearch@UNC@unccollegehttps://twitter.com/unccs/status/1222913687100411904 …
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GradientDICE: Rethinking Generalized Offline Estimation of Stationary Values https://deepai.org/publication/gradientdice-rethinking-generalized-offline-estimation-of-stationary-values … by
@ShangtongZhang et al. including@shimon8282#ReinforcementLearning#EstimatorHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
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Anybody have a good source on how bird cognition works? (They have virtually no cortex, but corvids and parrots can rival primates in the complexity of tasks they learn.) Do birds have some equivalent of the hierarchical/filter-bank image processing structures mammals do?
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Given the paucity of annotated data, how can we perform sample-efficient generalization on unseen task-language combinations? Possible solution: a generative model of the neural parameter space, factorized into variables for several languages and tasks. 1/2
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I think our "Neural Arithmetic Units" ICLR paper, provides a nice list of sanity checks when developing a new unit. Looking at: initialization, gradients, loss space, and redundant parameters, are generally important. I hope to see more of this :) - https://openreview.net/forum?id=H1gNOeHKPS …pic.twitter.com/dGTHS8zeAU
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New blog post: Contrastive Self-Supervised Learning. Contrastive methods learn representations by encoding what makes two things similar or different. I find them very promising and go over some recent works such as DIM, CPC, AMDIM, CMC, MoCo etc.https://ankeshanand.com/blog/2020/01/26/contrative-self-supervised-learning.html …
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At
@CompScienceCU we run a "Data and Knowledge Engineering" seminar every Monday. Check out the amazing list of speakers for the Spring semester, with a great mix of internal and external speakers from both industry and academia!pic.twitter.com/ExxQmWXmlC
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paper out! "most animal behavior is not the result of clever learning algorithms but is encoded in the genome. Specifically, animals are born with highly structured brain connectivity, which must be compressed through a “genomic bottleneck”.https://www.nature.com/articles/s41467-019-11786-6 …
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From Variational to Deterministic Autoencoders: https://arxiv.org/abs/1903.12436 https://twitter.com/tetraduzione/status/1222217690397306880 …
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We are organizing an
@ELLISforEurope Workshop on Geometric and Relational Deep Learning! Registration invites will be shared soon. Interested in participating? Consider submitting an abstract or get in touch: https://geometric-relational-dl.github.io/ w/@erikjbekkers@wellingmax@mmbronsteinpic.twitter.com/RGEHezfZIa
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Fully-funded PhD scholarships at
@CompScienceCU: https://www.findaphd.com/phds/programme/phd-scholarship-in-computer-science-and-informatics/?p4810 … Application deadline: February 29. Start date: October. Contact me if interested in starting a PhD in#NLProc or a related topic!Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi
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