trackml
@trackmllhc
Official account of the #TrackML particle tracking challenge. First phase completed on #Kaggle. Second phase just completed on #Codalab. #hepml
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... and it’s out! We finally manage to release the final « Throughput » paper on #trackml challenge. Check it out to see how participants achieved one order of magnitude speed up through amazing tricks. arxiv.org/abs/2105.01160 #hepml
AI and physics is not a solved problem ! Check out the #NeuriPS 2024 Fair Universe HIggsML Uncertainty challenge to develop AI algorithms measuring the physics properties of elementary particles with imperfect simulators, with controlled uncertainties. fair-universe.lbl.gov
.@brucedenby is the author of the very first paper on AI and Particle Physics back in 1988, when he was a post-doc in Orsay ( @IJCLab @cnrs_in2p3) working in the @CERN LEP DELPHI experiment. He was almost fired for this! #HEPML @dorigo @KyleCranmer @GregorKasieczka
10 years ago #OTD, @bingxu_ and @tqchenml quietly announced the birth of @XGBoostProject on the @kaggle #higgsml competition forum. Since then, XGBoost has skyrocketed in popularity to become the top ML go-to tool! 1/4
You've run an ML challenge ? Great ! Now what ? Check out "Towards impactful challenges with post-challenge papers, benchmarks..." arxiv.org/abs/2312.06036 a chapter (with A. Marot / @NehzUx) of upcoming landmark book "AI Competitions and Benchmarks" #kaggle @ChaLearn_org
With a special Far-Universe hackathon to prototype a hopefully #neurips 2024 competition. A #higgsml competition on steroids, where participant need to handle uncertainties on the inputs and output: the expected answer is a confidence interval ! #hepml
Is uncertainties handling the ultimate roadblock for a wider adoption of AI in science ? AI and the Uncertainty Challenge in Fundamental Physics, 27-Nov-1-Dec with sessions on Uncertainty Quantification, Simulation Based Inference and more, indico.in2p3.fr/event/30589/
Will deal both about ML for physics and physics for ML. Amazing plenary speakers. Plus contributed posters and short talks, deadline 27th August. #hepml
This is #ACTS, the standalone track simulation and reconstruction framework on which the #kaggle and #codalab #trackml challenge was based. Great to see the foundation paper released !
5 years into the project and we are proud to present our idea of the next generation track reconstruction toolkit for upcoming exciting times and R&D. This builds upon the experience & includes the work of many especially (but !only) from @ATLASexperiment arxiv.org/abs/2106.13593
Just out! With @AnaderiRu we've summed up our experience organising scientific challenges/competition on @kaggle #codalab and more. With sections on #HiggsML flavour of physics, @trackmllhc , #lhco2020, challenge organisation tips, and open datasets arxiv.org/abs/2012.08520
I concur, for our #TrackML #kaggle challenge we've asked all competitors to submit documented code. A dozen did. We got a basket loads of new (to our community) ideas from the top 20. Top 1 was unpractical. We even noticed that #100 was doing very well for a tiny sub-problem.
.@SaltyBurger gives tomorrow the conclusion talk on #trackml challenge (#kaggle and #codalab ) at #ichep2020 the major (virtual) physics conference ichep2020.org . One more paper to release and now many spin offs...
Virtual Connecting The Dots workshop is starting now. We have live recording session this weeks 1PM to 10PM EU time, plus discussion sessions next week 4 to 6PM, so that all time zones are accommodated #hepml indico.cern.ch/event/831165/
Our talk on analysing #hep data with random matrices in @LightOnIO Optical Processor Unit accepted at @ichep2020 conference ! (Remote in July or Prague beg 2021)#hepml @Laurent_Daudet @IgorCarron
#trackml challenge talk accepted at @ichep2020 ! That’s the final final one ! Now conf will either be remote end July or postponed to Jan/Feb 2021. #kaggle #codalab.
Sad but inevitable. At least not cancelled. Virtual talks for sure. Virtual round table? Virtual poster session ?
So Connecting The Dots 2020 #ctd2020 @ctdwit due to take place in April at Princeton is .... not cancelled but turned into a video only conference ! Any tips out there to maximise the enjoyability of a virtual conference ? #hep #hepml indico.cern.ch/event/831165/
@trackmllhc dataset used for quantum graph neural network with @CERNopenlab @gluoNNet by @cenk_tuysuz
Look ! Our #trackml #kaggle challenge paper in #NeurIPS2019 (no 2018!) Competition book, for real ! @SaltyBurger @vlimant @dhpmrou @AMROUCHEsabrina #hepml
Vancouver #neurips2019 ! Will be presenting the final conclusion of our #trackml #kaggle and #codalab challenges at CiML workshop Friday.
An instance of human swarm optimization where teams developed ML algorithms in @trackmllhc @kaggle challenge for LHC particle track reconstruction. From @dhpmrou David Rousseau's talk last week at Machine Learning and Physics Seminar Series at @OxfordPhysics
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