Tobias Golling

News / Announcements

15 Sep 2022 The paper “Flowification: Everything is a Normalizing Flow” has been accepted to the NeurIPS 2022 conference. This paper shows that multi-layer perceptrons and convolutional networks can be trained as normalizing flows to maximise the likelihood of data directly. This work raises questions about the kinds of functions that make good density estimators. More details in the arXiv preprint!
 31 Mar 2022 New method published: with CURTAINs we introduce a new method using optimal transport and invertible neural networks to extend the sensitivity of the bump hunt! By transforming data from sidebands into the signal region with a learned transport function we can preserve all correlations and the underlying PDF of our background template, opening up the door for more sensitivity in the hunt for new physics with anomaly detection in sliding window fits. More details in the arXiv preprint!
22 Feb 2022 opening of a Doctoral Assistant (PhD) position to work on an interdisciplinary project to develop cutting-edge deep machine-learning (ML) tools with focus on predictive, generative and anomaly detection models for High Energy Physics (HEP) and Computer Vision applications. Closing date: 31 Mar 2022. Follow this link for more information!

Research

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    Prof. Tobias GOLLING

    Professeur associé - ATLAS

    Prof. Tobias GOLLING

    AEM 025
    +41 22 379 62 74
    E-mail

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    Mr Malte ALGREN

    Assistant doctorant – Groupe ATLAS (co-supervisé par Prof. Voloshynovskiy)

    Mr Malte ALGREN

    AEM 018
    E-mail

  • Photo
    Ms Mariia DROZDOVA

    Assistante doctorante – Groupe ATLAS (co-supervisée par Prof. Voloshynovskiy)

    Ms Mariia DROZDOVA

    AEM 018
    E-mail

  • Photo
    Mr Lukas EHRKE

    Assistant doctorant – Groupe ATLAS

    Mr Lukas EHRKE

    AEM 018
    E-mail

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    Mr Daigo HARADA

    Assistant doctorant – Groupe ATLAS

    Mr Daigo HARADA
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    Mr Samuel KLEIN

    Assistant doctorant – Groupe ATLAS (co-supervisé par Prof. Voloshynovskiy)

    Mr Samuel KLEIN

    AEM 026
    E-mail

  • Photo
    Mr Matthew LEIGH

    Assistant doctorant – Groupe ATLAS

    Mr Matthew LEIGH

    AEM 018
    E-mail

  • Photo
    Mr Bálint MÁTÉ

    Assistant doctorant – Groupe Golling (co-supervisé par Prof. Fleuret)

    Mr Bálint MÁTÉ
  • Photo
    Mr Ivan OLEKSIYUK

    Assistant Doctorant – Groupe ATLAS (co-supervisé par Prof. Voloshynovskiy)

    Mr Ivan OLEKSIYUK

    AEM 026
    E-mail

  • Photo
    Mr Guillaume QUÉTANT

    Assistant Doctorant – Groupe ATLAS (co-supervisé par Prof. Voloshynovskiy)

    Mr Guillaume QUÉTANT

    AEM 018
    E-mail

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    Dr Johnny RAINE

    Maître-assistant – Groupe ATLAS

    Dr Johnny RAINE

    AEM 026
    E-mail

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    Ms Tomke SCHRÖER

    Assistante Doctorante – Groupe ATLAS (co-supervisée par Prof. Voloshynovskiy)

    Ms Tomke SCHRÖER

    AEM 018
    E-mail

  • Photo
    Mr Debajyoti SENGUPTA

    Assistant doctorant – Groupe ATLAS

    Mr Debajyoti SENGUPTA

    AEM 026
    E-mail

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    Dr Shohei SHIRABE

    Post-doctorant – Groupe ATLAS

    Dr Shohei SHIRABE

    [currently based in Grenoble, France]
    E-mail

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    Dr Knut ZOCH

    Post-doctorant, Feodor Lynen Research Fellow – Groupe ATLAS

    Dr Knut ZOCH

    AEM 026
    E-mail

List view

  • GOLLING Tobias

    Professeur associé - ATLAS
    AEM 025

  • ALGREN Malte

    Assistant doctorant – Groupe ATLAS (co-supervisé par Prof. Voloshynovskiy)
    AEM 018

  • DROZDOVA Mariia

    Assistante doctorante – Groupe ATLAS (co-supervisée par Prof. Voloshynovskiy)
    AEM 018

  • EHRKE Lukas

    Assistant doctorant – Groupe ATLAS
    AEM 018

  • HARADA Daigo

    Assistant doctorant – Groupe ATLAS

  • KLEIN Samuel

    Assistant doctorant – Groupe ATLAS (co-supervisé par Prof. Voloshynovskiy)
    AEM 026

  • LEIGH Matthew

    Assistant doctorant – Groupe ATLAS
    AEM 018

  • MÁTÉ Bálint

    Assistant doctorant – Groupe Golling (co-supervisé par Prof. Fleuret)

  • OLEKSIYUK Ivan

    Assistant Doctorant – Groupe ATLAS (co-supervisé par Prof. Voloshynovskiy)
    AEM 026

  • QUÉTANT Guillaume

    Assistant Doctorant – Groupe ATLAS (co-supervisé par Prof. Voloshynovskiy)
    AEM 018

  • RAINE Johnny

    Maître-assistant – Groupe ATLAS
    AEM 026

  • SCHRÖER Tomke

    Assistante Doctorante – Groupe ATLAS (co-supervisée par Prof. Voloshynovskiy)
    AEM 018

  • SENGUPTA Debajyoti

    Assistant doctorant – Groupe ATLAS
    AEM 026

  • SHIRABE Shohei

    Post-doctorant – Groupe ATLAS
    [currently based in Grenoble, France]

  • ZOCH Knut

    Post-doctorant, Feodor Lynen Research Fellow – Groupe ATLAS
    AEM 026

  • PC-JeDi: Diffusion for Particle Cloud Generation in High Energy Physics
    Matthew LEIGH, Debajyoti SENGUPTA, Guillaume QUÉTANT, John Andrew RAINE, Knut ZOCH, Tobias GOLLING
    submitted to SciPost (2023) [arXiv]
  • FETA: Flow-Enhanced Transportation for Anomaly Detection
    Tobias GOLLING, Samuel KLEIN, Radha MASTANDREA, Benjamin NACHMAN
    (2022) [arXiv]
  • Flows for Flows: Training Normalizing Flows Between Arbitrary Distributions with Maximum Likelihood Estimation
    Samuel KLEIN, John Andrew RAINE, Tobias GOLLING
    (2022) [arXiv]
  • Decorrelation with conditional normalizing flows
    Samuel KLEIN, Tobias GOLLING
    accepted to the workshop "Machine Learning and the Physical Sciences" @ NeurIPS (2022) [arXiv]
  • Deep generative models for fast photon shower simulation in ATLAS
    ATLAS COLLABORATION
    submitted to the journal of Computing and Software for Big Science (2022) [arXiv]
  • ν-Flows: conditional neutrino regression
    Matthew LEIGH, John Andrew RAINE, Knut ZOCH, Tobias GOLLING
    submitted to SciPost (2022) [arXiv]
  • Flowification: Everything is a Normalizing Flow
    Bálint MÁTÉ, Samuel KLEIN, Tobias GOLLING, François FLEURET
    accepted to NeurIPS main conference (2022) [arXiv]
  • Identification of electrons using a deep neural network in the ATLAS experiment
    ATLAS COLLABORATION
    ATL-PHYS-PUB-2022-022 (2022)
  • CURTAINs for your Sliding Window: Constructing Unobserved Regions by Transforming Adjacent Intervals
    John Andrew RAINE, Samuel KLEIN, Debajyoti SENGUPTA, Tobias GOLLING
    accepted by Frontiers in AI (2022) [arXiv]
  • SUPA: A Lightweight Diagnostic Simulator for Machine Learning in Particle Physics
    Atul Kumar SINHA, Daniele PALIOTTA, Bálint MÁTÉ, Sebastian PINA-OTEY, John A. RAINE, Tobias GOLLING, François FLEURET
    (2022) [arXiv]
  • Turbo-Sim: a generalised generative model with a physical latent space
    Guillaume QUÉTANT, Mariia DROZDOVA, Vitaliy KINAKH, Tobias GOLLING, Slava VOLOSHYNOVSKIY
    Proceedings of workshop in the international conference on Neural Information Processing Systems (NeurIPS) (2021) [arXiv]
  • Information-theoretic stochastic contrastive conditional GAN: InfoSCC-GAN
    Vitaliy KINAKH, Mariia DROZDOVA, Guillaume QUÉTANT, Tobias GOLLING, Slava VOLOSHYNOVSKIY
    Proceedings of workshop in the international conference on Neural Information Processing Systems (NeurIPS) (2021) [arXiv]
  • Generation of data on discontinuous manifolds via continuous stochastic non-invertible networks
    Mariia DROZDOVA, Vitaliy KINAKH, Guillaume QUÉTANT, Tobias GOLLING, Slava VOLOSHYNOVSKIY
    Proceedings of workshop in the international conference on Neural Information Processing Systems (NeurIPS) (2021) [arXiv]
  • Funnels: Exact maximum likelihood with dimensionality reduction
    Samuel KLEIN, John A. RAINE, PINA-OTEY, Slava VOLOSHYNOVSKIY, Tobias GOLLING
    Proceedings of workshop in the international conference on Neural Information Processing Systems (NeurIPS) (2021) [arXiv]
  • METNet: A combined pT miss working point using a neural network with the ATLAS detector
    ATLAS COLLABORATION
    ATL-PHYS-PUB-2021-025 (2021)
  • Expected Performance of the ATLAS Experiment - Detector, Trigger and Physics
    ATLAS Collaboration
    (2009) [arXiv]
  • Commissioning of the ATLAS pixel detector
    Tobias GOLLING
    Nuclear Instruments and Methods in Physics Research A 604 293-296 (2009)
  • Alignment strategy for the ATLAS tracker
    Tobias GOLLING
    Proceedings of Science VERTEX2007 030 (2007)
  • Investigation of pomeron and odderon induced photoproduction of mesons decaying to pure multiphoton final states at HERA
    Tobias GOLLING
    Proceedings of Science HEP2001 034 (2001)
  • Search for Odderon Induced Contributions to Exclusive π0 Photoproduction at HERA
    Tobias GOLLING
    (2001)

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Département de Physique Nucléaire et Corpusculaire | Impressum.