Search Results for author: Ayan Paul

Found 21 papers, 13 papers with code

Inferring to C or not to C: Evolutionary games with Bayesian inferential strategies

no code implementations27 Oct 2023 Arunava Patra, Supratim Sengupta, Ayan Paul, Sagar Chakraborty

Here, we consider a scenario where the Bayesian player uses the accumulated evidence of the opponent's actions over several rounds to continuously update her belief about the reactive opponent's strategy.

Bayesian Inference

High-precision regressors for particle physics

1 code implementation2 Feb 2023 Fady Bishara, Ayan Paul, Jennifer Dy

Since the necessary number of data points per simulation is on the order of $10^9$ - $10^{12}$, machine learning regressors can be used in place of physics simulators to significantly reduce this computational burden.

Vocal Bursts Intensity Prediction

Interpretable machine learning in Physics

no code implementations11 Mar 2022 Christophe Grojean, Ayan Paul, Zhuoni Qian, Inga Strümke

Adding interpretability to multivariate methods creates a powerful synergy for exploring complex physical systems with higher order correlations while bringing about a degree of clarity in the underlying dynamics of the system.

BIG-bench Machine Learning Interpretable Machine Learning

Emergence of universality in the transmission dynamics of COVID-19

1 code implementation29 Jan 2021 Ayan Paul, Jayanta Kumar Bhattacharjee, Akshay Pal, Sagar Chakraborty

In addition, the data collapse leads to an enhanced degree of predictability in the disease spread for several geographical scales which can also be realized in a model-independent manner as we show using a deep neural network.

Physics and Society Adaptation and Self-Organizing Systems Biological Physics Populations and Evolution

Comments on gauge anomalies at dimension-six in the Standard Model Effective Field Theory

no code implementations14 Dec 2020 Quentin Bonnefoy, Luca Di Luzio, Christophe Grojean, Ayan Paul, Alejo N. Rossia

The same approach applies directly to the Standard Model both at the renormalisable level, providing a convenient and unusual way to check that the SM is anomaly free, as well as at the non-renormalisable level in SMEFT.

High Energy Physics - Phenomenology High Energy Physics - Theory

Lessons from the $B^{0,+}\to K^{*0,+}μ^+μ^-$ angular analyses

1 code implementation2 Nov 2020 Marco Ciuchini, Marco Fedele, Enrico Franco, Ayan Paul, Luca Silvestrini, Mauro Valli

We perform an analysis within the Standard Model of $B^{0,+} \to K^{*0,+} \mu^+ \mu^-$ decays in light of the recent measurements from the LHCb experiment, showing that new data strengthen the need for sizable hadronic contributions and correlations among them.

High Energy Physics - Phenomenology High Energy Physics - Experiment

Beyond COVID-19: Network science and sustainable exit strategies

no code implementations27 Sep 2020 James Bell, Ginestra Bianconi, David Butler, Jon Crowcroft, Paul C. W Davies, Chris Hicks, Hyunju Kim, Istvan Z. Kiss, Francesco Di Lauro, Carsten Maple, Ayan Paul, Mikhail Prokopenko, Philip Tee, Sara I. Walker

On May $28^{th}$ and $29^{th}$, a two day workshop was held virtually, facilitated by the Beyond Center at ASU and Moogsoft Inc.

Physics and Society

$B$ anomalies under the lens of electroweak precision

1 code implementation8 Jul 2020 Lina Alasfar, Aleksandr Azatov, Jorge de Blas, Ayan Paul, Mauro Valli

We discuss how these solutions to $b \to s \ell \ell$ anomalies, respecting electroweak precision and without any new source of flavour violation, may point to the existence of a $Z^{\prime}$ boson at around the TeV scale, within the discovery potential of LHC, or to leptoquark scenarios.

High Energy Physics - Phenomenology High Energy Physics - Experiment

Automated Contact Tracing: a game of big numbers in the time of COVID-19

no code implementations22 Apr 2020 Hyunju Kim, Ayan Paul

In this work, we study the characteristics of voluntary and automated contact tracing and its effectiveness for mapping the spread of a pandemic due to the spread of SARS-CoV-2.

$\texttt{HEPfit}$: a Code for the Combination of Indirect and Direct Constraints on High Energy Physics Models

1 code implementation30 Oct 2019 Jorge de Blas, Debtosh Chowdhury, Marco Ciuchini, Antonio M. Coutinho, Otto Eberhardt, Marco Fedele, Enrico Franco, Giovanni Grilli di Cortona, Victor Miralles, Satoshi Mishima, Ayan Paul, Ana Penuelas, Maurizio Pierini, Laura Reina, Luca Silvestrini, Mauro Valli, Ryoutaro Watanabe, Norimi Yokozaki

$\texttt{HEPfit}$ is a flexible open-source tool which, given the Standard Model or any of its extensions, allows to $\textit{i)}$ fit the model parameters to a given set of experimental observables; $\textit{ii)}$ obtain predictions for observables.

High Energy Physics - Phenomenology High Energy Physics - Experiment

On the future of Higgs, electroweak and diboson measurements at lepton colliders

1 code implementation9 Jul 2019 Jorge de Blas, Gauthier Durieux, Christophe Grojean, Jiayin Gu, Ayan Paul

For circular colliders, our results demonstrate the importance of a new $Z$-pole program for the robust extraction of Higgs couplings.

High Energy Physics - Phenomenology High Energy Physics - Experiment

New Physics in $b \to s \ell^+ \ell^-$ confronts new data on Lepton Universality

1 code implementation22 Mar 2019 Marco Ciuchini, António M. Coutinho, Marco Fedele, Enrico Franco, Ayan Paul, Luca Silvestrini, Mauro Valli

We focus on effects that violate Lepton Flavour Universality both in the Weak Effective Theory and in the Standard Model Effective Field Theory.

High Energy Physics - Phenomenology High Energy Physics - Experiment

On $SU(3)_{F}$ Breaking through Final State Interactions and CP Asymmetries in $D\to P P$ Decays

1 code implementation14 Feb 2019 Franco Buccella, Ayan Paul, Pietro Santorelli

We analyse $D$ decays to two pseudoscalars $(\pi, K)$ assuming the dominant source of $\mathrm{SU}(3)_F$ breaking lies in final state interactions.

High Energy Physics - Phenomenology High Energy Physics - Experiment

Hadronic uncertainties in the $B\to K^*μ^+μ^-$ decay

1 code implementation11 Sep 2018 Marco Ciuchini, Antonio M. Coutinho, Marco Fedele, Enrico Franco, Ayan Paul, Luca Silvestrini, Mauro Valli

Motivated by the persisting 'anomaly' in the measurement of $P_5^\prime$, we review hadronic uncertainties entering the angular observables of the decay $\bar B\to {\bar K}^*\mu^+\mu^-$.

High Energy Physics - Phenomenology

On Flavourful Easter eggs for New Physics hunger and Lepton Flavour Universality violation

1 code implementation18 Apr 2017 Marco Ciuchini, Antonio M. Coutinho, Marco Fedele, Enrico Franco, Ayan Paul, Luca Silvestrini, Mauro Valli

Within the standard approach of effective field theory of weak interactions for $\Delta B = 1$ transitions, we look for possibly unexpected subtle New Physics effects, here dubbed "flavourful Easter eggs".

High Energy Physics - Phenomenology High Energy Astrophysical Phenomena High Energy Physics - Experiment

$B\to K^*\ell^+\ell^-$ in the Standard Model: Elaborations and Interpretations

1 code implementation14 Nov 2016 Marco Ciuchini, Marco Fedele, Enrico Franco, Satoshi Mishima, Ayan Paul, Luca Silvestrini, Mauro Valli

Disentangling New Physics effects from the Standard Model requires a good understanding of all pieces that stem from the latter, especially the uncertainties that might plague the theoretical estimations within the Standard Model.

High Energy Physics - Phenomenology High Energy Physics - Experiment

Resolving gluon fusion loops at current and future hadron colliders

no code implementations2 Aug 2016 Aleksandr Azatov, Christophe Grojean, Ayan Paul, Ennio Salvioni

Inclusive Higgs measurements at the LHC have limited resolution on the gluon fusion loops, being unable to distinguish the long-distance contributions mediated by the top quark from possible short-distance new physics effects.

High Energy Physics - Phenomenology High Energy Physics - Experiment

$B\to K^* \ell^+ \ell^-$ decays at large recoil in the Standard Model: a theoretical reappraisal

1 code implementation22 Dec 2015 Marco Ciuchini, Marco Fedele, Enrico Franco, Satoshi Mishima, Ayan Paul, Luca Silvestrini, Mauro Valli

We critically reassess the theoretical uncertainties in the Standard Model calculation of the $B \to K^* \ell^+ \ell^-$ observables, focusing on the low $q^2$ region.

High Energy Physics - Phenomenology

Taming the off-shell Higgs boson

no code implementations24 Jun 2014 Aleksandr Azatov, Christophe Grojean, Ayan Paul, Ennio Salvioni

We study the off-shell Higgs data in the process $pp\to h^{(*)} \to Z^{(\ast)}Z^{(\ast)}\to 4\ell$, to constrain deviations of the Higgs couplings.

High Energy Physics - Phenomenology High Energy Physics - Experiment

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