Top Tweets for #DistributionShift
6/6
w/@LiuChenruo, @KenanTang, @YaoQin_UCSB, we hope this bridges two critical conversations—and inspires new ones.
Looking forward to your thoughts.
#AISafety #RobustML #TrustworthyAI #DistributionShift #MLTheory
🎊Extremely honored to share that our paper on multimodal model robustness has been accepted as the 1st paper for the Journal of Data-centric Machine Learning Research @DMLRJournal
With @yizhu59 @sxjscience @flwenz @mli65
#Multimodal #Robustness #DistributionShift
'Benchmarking Robustness of Multimodal Image-Text Models under Distribution Shift'
by Jielin Qiu, Yi Zhu, Xingjian Shi, Florian Wenzel, Zhiqiang Tang, Ding Zhao, Bo Li, Mu Li
Action Editor: Hongyang Zhang
https://t.co/mXh5OCAt9T
#Multimodal #Robustness #DistributionShift
'Benchmarking Robustness of Multimodal Image-Text Models under Distribution Shift'
by Jielin Qiu, Yi Zhu, Xingjian Shi, Florian Wenzel, Zhiqiang Tang, Ding Zhao, Bo Li, Mu Li
Action Editor: Hongyang Zhang
https://t.co/mXh5OCAt9T
#Multimodal #Robustness #DistributionShift
This work was done in the context of @WeNetProject.
Stay tuned for the pre-print.
@EPFL @Idiap_ch #generalization #datasetshift #mobilesensing #sensors #bias #distributionshift #ML #AI #machinelearning
I had a great time learning from @sirbayes on various topics, including prediction under #DistributionShift and online decision making, during his visit to @NotreDame.

Yet another #NeurIPS22 post in your timeline!
📣📣 My first in-person conference!
💡💡 Need your #ReinforcementLearning algorithms to be ROBUST??? a.k.a #distributionshift
Attend our poster in Hall J: Tue 29 Nov 4 p.m. CST
https://t.co/R9dmzXuYc7
We use #AutoGluon (@innixma @smolix ) which out of the box leads to great empirical results and can outperform recent MMD-based tests (@AntoninSchrab, @AlexFengLiu1).
In particular, we run the #distributionShift benchmark of @steverab @zacharylipton @guenneman.

Our paper on #distributionshift in human neuroscience now accepted at @PLOSBiology.
Congrats to @oualid_benkarim for leading this quantitative analysis!
#untracked #diversity #outofdistribution
@enigmabrains @ABCD_ReproNim @BertrandThirion @phyzang
New preprint, led by @oualid_benkarim, examining
out-of-distribution prediction in #ABIDE + #HBN:
Analytical tools are needed to get a handle on
#untracked #diversity in multi-site cohorts
https://t.co/17sVduBFeo

I am delighted to announce that a draft of my latest book, “Probabilistic Machine Learning: Advanced Topics”, is now available online at https://t.co/dSlKkwYpLr. It covers #DeepGenerativeModels, #BayesianInference, #Causality, #ReinforcementLearning, #DistributionShift, etc.

@jreuben1 > #machinelearning pipeline as directed acyclic graph (#DAG) once for both training and inference (scoring)
DAGs are not powerful enough for modeling #NonStationaryLearning (#distributionShift, #conceptDrift) + we need integration with other application level business processes
"#ML systems which depend strongly on properties of their inputs (i.i.d. assumption) tend to fail silently; in practice; #ML pipelines rarely inspect incoming data for signs of #distributionShift"
#NonStationaryLearning #ModelRisk
#MachineLearningEngineering
Beyond "#MLOps"

https://t.co/lnLCn3rjZc
S Rabanser et. al.
Failing Loudly: An Empirical Study of Methods for Detecting Dataset
Shift

Last Seen Hashtags on Sotwe
GaPol
Seen from United States
aodai
Seen from Vietnam
helixstudio
Seen from Turkey
むめい流出
Seen from Japan
monkeyappfeet
Seen from United States
hornt
Seen from United States
อยุธยาทัก
Seen from Thailand
motherincestson
Seen from Turkey
นวดเชียงราย
Seen from Thailand
สาวอ้วนเชียงใหม่
Seen from Thailand
Most Popular Users

Elon Musk 
@elonmusk
240.2M followers

Barack Obama 
@barackobama
119.3M followers

Donald J. Trump 
@realdonaldtrump
111.6M followers

Cristiano Ronaldo 
@cristiano
109.2M followers

Narendra Modi 
@narendramodi
106.9M followers

Rihanna 
@rihanna
97.3M followers

NASA 
@nasa
92.1M followers

Justin Bieber 
@justinbieber
90.6M followers

KATY PERRY 
@katyperry
87M followers

Taylor Swift 
@taylorswift13
80.8M followers

Lady Gaga 
@ladygaga
72.3M followers

Kim Kardashian 
@kimkardashian
69.5M followers

Virat Kohli 
@imvkohli
68.8M followers

YouTube 
@youtube
68.6M followers

Bill Gates 
@billgates
63.5M followers

The Ellen Show
@theellenshow
62.5M followers

CNN 
@cnn
61.9M followers

Neymar Jr 
@neymarjr
61.4M followers

X 
@x
60.9M followers

Selena Gomez 
@selenagomez
60.1M followers












