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Hire Dr. Suchita K.

Austria

USD 100 /hr

20 years of research experience in physics. Expertise: physics-Informed Machine Learning, Deep Learning

Profile Summary

As Group Leader at the University of Graz for over five years, I direct research programs that bridge advanced theoretical physics with practical experimentation. In this capacity, I have led significant initiatives, managed a research budget exceeding €1M, and supervised a diverse team of PhD, MSc, and undergraduate researchers. My work emphasizes integrating theoretical models with experimental collider data, promoting open research and technical collaboration. I am currently focusing on physics-informed machine learning, deep learning, and generative modeling incorporating inductive biases, physical constraints, and uncertainty modeling to enhance the robustness and generalization of machine learning systems in data-limited, complex environments.

Subject Matter Expertise

• ★ Particle Physics
• ★ Theoretical Physics
• ☆ Theoretical Mechanics
• ☆ Statistical Mechanics
• ☆ Thermodynamics
• ☆ Cosmology

Services

• Research
• Consulting
• Data & AI

Research Feasibility Study, Fact Checking, Gap Analysis

Consulting Business Strategy Consulting

Data & AI Predictive Modeling, Statistical Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization

Work Experience

Junior group leader

University of Graz

October 2020 - Present

Education

Habilitation

University of Graz

June 2017 - June 2020

Certifications

• Certification details not provided.

Publications

JOURNAL ARTICLE

Suchita Kulkarni, Joachim Pomper (2026). Low energy effective theories of composite dark matter with real representations . SciPost Physics Core.

G. Cacciapaglia, A. Deandrea, A. M. Iyer, S. Kulkarni, A. K. Singh (2025). Multiboson splashes at future colliders from electroweak compositeness . Physical Review D.

Cacciapaglia, G., Deandrea, A., Iyer, A.M., Kulkarni, S., Singh, A.K.(2025). Multiboson splashes at future colliders from electroweak compositeness . Phys.Rev.D. 112. (11). p. L111304.

Suchita Kulkarni, Patrick D. Bolton, Frank F. Deppisch, Chayan Majumdar, Wenna Pei (2025). Constraining the SMEFT extended with sterile neutrinos at FCC-ee . Journal of High Energy Physics.

Kulkarni, Suchita, Bolton, Patrick D., Deppisch, Frank F., Majumdar, Chayan, Pei, Wenna(2025). Constraining the SMEFT extended with sterile neutrinos at FCC-ee . JHEP. 10. p. 199.

Suchita Kulkarni, Wei Liu, Joshua Lockyer (2025). Hidden valley scenario sensitivity in the CMS muon end cap detector . Physical Review D.

Kulkarni, Suchita, Liu, Wei, Lockyer, Joshua(2025). Hidden valley scenario sensitivity in the CMS muon end cap detector . Phys.Rev.D. 112. (7). p. 075029.

Suchita Kulkarni, Joshua Lockyer, Matthew J. Strassler (2025). On the simulation of hidden parton showers in the conformal window . Journal of High Energy Physics.

Kulkarni, Suchita, Lockyer, Joshua, Strassler, Matthew J.(2025). On the simulation of hidden parton showers in the conformal window . JHEP. 09. p. 150.

Suchita Kulkarni, Elias Bernreuther, Nicoline Hemme, Felix Kahlhoefer (2024). Dark matter relic density in strongly interacting dark sectors with light vector mesons . Physical Review D.

Kulkarni, Suchita, Bernreuther, Elias, Hemme, Nicoline, Kahlhoefer, Felix(2024). Dark matter relic density in strongly interacting dark sectors with light vector mesons . Phys.Rev.D. 110. (3). p. 035009.

Kulkarni, Suchita, Albouy, Guillaume, Barron, Jared, Beauchesne, Hugues, Bernreuther, Elias, Bona, Marcella, Cazzaniga, Cesare, Cesarotti, Cari, Cohen, Timothy, de Cosa, Annapaola, et al.(2022). Theory, phenomenology, and experimental avenues for dark showers: a Snowmass 2021 report . Eur.Phys.J.C. 82. (12). p. 1132.

Kulkarni, Suchita, Padhan, Rojalin, Mitra, Manimala, Deppisch, Frank F.(2022). Displaced fat-jets and tracks to probe boosted right-handed neutrinos in the $U(1)_{B-L}$ model . Eur.Phys.J.C. 82. (10). p. 858.

Blondel, A., Verhaaren, C.B., Alimena, J., Bauer, M., Azzi, P., Ruiz, R., Neubert, M., Mikulenko, O., Ovchynnikov, M., Drewes, M., et al.(2022). Searches for long-lived particles at the future FCC-ee . Front.in Phys. 10. p. 967881.

Suchita Kulkarni, Leonie Einfalt, Massimiliano Procura, Florian Reindl (2022). Dark biportals at direct detection . Physical Review D.

Cerci, S., Sunar Cerci, D., Lazic, D., Landsberg, G., Cerutti, F., Sabate-Gilarte, M., Albrow, M.G., Berryhill, J., Green, D.R., Hirschauer, J., et al.(2022). FACET: A new long-lived particle detector in the very forward region of the CMS experiment . JHEP. 2022. (06). p. 110.

J. M. Butterworth, X. Kong, M. Thomas, L. Corpe, S. Kulkarni (2022). New sensitivity of LHC measurements to composite dark matter models . Physical Review D.

Butterworth, J.M., Corpe, L., Kong, X., Kulkarni, S., Thomas, M.(2022). New sensitivity of LHC measurements to composite dark matter models . Phys.Rev.D. 105. (1). p. 015008.

Kulkarni, Suchita, Adhikary, Amit, Bhattacherjee, Biplob, Godbole, Rohini M., Khan, Najimuddin(2021). Searching for heavy Higgs in supersymmetric final states at the LHC . JHEP. 04. p. 284.

Kulkarni, Suchita, Bernal, Nicolás, Chu, Xiaoyong, Pradler, Josef(2020). Self-interacting dark matter without prejudice . Phys.Rev.D. 101. (5). p. 055044.

Searching for a light $Z′$ through Higgs production at the LHC @article{Deppisch:2019ldi, author = "Deppisch, Frank F. and Kulkarni, Suchita and Liu, Wei", title = "{Searching for a light $Z′$ through Higgs production at the LHC}", eprint = "1908.11741", archivePrefix = "arXiv", primaryClass = "hep-ph", doi = "10.1103/PhysRevD.100.115023", journal = "Phys. Rev. D", volume = "100", number = "11", pages = "115023", year = "2019" } . Phys.Rev.D.

Kulkarni, Suchita, Albert, Andreas, Backović, Mihailo, Boveia, Antonio, Buchmueller, Oliver, Busoni, Giorgio, De Roeck, Albert, Doglioni, Caterina, DuPree, Tristan, Fairbairn, Malcolm, et al.(2019). Recommendations of the LHC Dark Matter Working Group: Comparing LHC searches for dark matter mediators in visible and invisible decay channels and calculations of the thermal relic density . Phys.Dark Univ. 26. p. 100377.

Kulkarni, Suchita, Abercrombie, Daniel, Akchurin, Nural, Akilli, Ece, Alcaraz Maestre, Juan, Allen, Brandon, Alvarez Gonzalez, Barbara, Andrea, Jeremy, Arbey, Alexandre, Azuelos, Georges, et al.(2019). Dark Matter benchmark models for early LHC Run-2 Searches: Report of the ATLAS/CMS Dark Matter Forum . Phys.Dark Univ. 27. p. 100371.

Kulkarni, Suchita, Deppisch, Frank, Liu, Wei(2019). Heavy neutrino production via $Z'$ at the lifetime frontier . Phys.Rev.D. 100. (3). p. 035005.

Kulkarni, Suchita, Ambrogi, Federico, Kraml, Sabine, Laa, Ursula, Lessa, Andre, Magerl, Veronika, Sonneveld, Jory, Traub, Michael, Waltenberger, Wolfgang(2018). SModelS v1.1 user manual: Improving simplified model constraints with efficiency maps . Comput.Phys.Commun. 227. p. 72--98.

Kulkarni, Suchita, Chu, Xiaoyong, Salati, Pierre(2017). Dark matter indirect signals with long-lived mediators . JCAP. 11. p. 023.

Kulkarni, Suchita, Bertuzzo, Enrico, Deppisch, Frank F., Perez Gonzalez, Yuber F., Zukanovich Funchal, Renata(2017). Dark Matter and Exotic Neutrino Interactions in Direct Detection Searches . JHEP.

Suchita Kulkarni, Enrico Bertuzzo, Frank F. Deppisch, Yuber F. Perez Gonzalez, Renata Zukanovich Funchal(2017). Dark matter and exotic neutrino interactions in direct detection searches . Journal of High Energy Physics. 2017. (4). Springer Nature

Kulkarni, Suchita, Lechner, Lukas(2017). Characterizing simplified models for heavy Higgs decays to supersymmetric particles .

Kulkarni, Suchita, Backović, Mihailo, Mariotti, Alberto, Sessolo, Enrico Maria, Spannowsky, Michael(2016). Cornering diphoton resonance models at the LHC . JHEP. 08. p. 018.

Kulkarni, Suchita, Barducci, Daniele, Goudelis, Andreas, Sengupta, Dipan(2016). One jet to rule them all: monojet constraints and invisible decays of a 750 GeV diphoton resonance . JHEP. 05. p. 154.

Kulkarni, Suchita, Deppisch, Frank F., Graf, Lukas, Patra, Sudhanwa, Rodejohann, Werner, Sahu, Narendra, Sarkar, Utpal(2016). Reconciling the 2 TeV excesses at the LHC in a linear seesaw left-right model . Phys.Rev.D. 93. (1). p. 013011.

Kulkarni, Suchita, Arina, Chiara, Catalan, Maria Eugenia Cabrera, Kraml, Sabine, Laa, Ursula(2015). Constraints on sneutrino dark matter from LHC Run 1 . JHEP. 05. p. 142.

Dumont, B., Fuks, B., Kraml, S., Bein, S., Chalons, G., Conte, E., Kulkarni, S., Sengupta, D., Wymant, C.(2015). Toward a public analysis database for LHC new physics searches using MADANALYSIS 5 . Eur.Phys.J.C. 75. (2). p. 56.

Suchita Kulkarni, Felix Brümmer, Sabine Kraml, Christopher Smith(2014). The flavour of natural SUSY . Eur. Phys. J. C. 74. (9). Springer Science $\mathplus$ Business Media

Kulkarni, Suchita, Kraml, Sabine, Laa, Ursula, Lessa, Andre, Magerl, Wolfgang, Proschofsky-Spindler, Doris, Waltenberger, Wolfgang(2014). SModelS: a tool for interpreting simplified-model results from the LHC and its application to supersymmetry . Eur.Phys.J.C. 74. p. 2868.

Suchita Kulkarni, Sabine Kraml, Ursula Laa, Andre Lessa, Wolfgang Magerl, Doris Proschofsky-Spindler, Wolfgang Waltenberger(2014). SModelS: a tool for interpreting simplified-model results from the LHC and its application to supersymmetry . Eur. Phys. J. C. 74. (5). Springer Science $\mathplus$ Business Media

Kulkarni, Suchita, Kraml, Sabine, Laa, Ursula, Lessa, Andre, Magerl, Veronika, Magerl, Wolfgang, Proschofsky-Spindler, Doris, Traub, Michael, Waltenberger, Wolfgang(2014). SModelS v1.0: a short user guide .

Suchita Kulkarni, Geneviève Bélanger, Guillaume Drieu La Rochelle, Béranger Dumont, Rohini M. Godbole, Sabine Kraml(2013). LHC constraints on light neutralino dark matter in the MSSM . Physics Letters B. 726. (4-5). p. 773--780. Elsevier {BV}

Kulkarni, Suchita, Belanger, Genevieve, Godbole, Rohini M., Kraml, Sabine(2013). Top Polarization in Sbottom Decays at the LHC .

Suchita Kulkarni, Arindam Chatterjee, Manuel Drees (2012). Radiative corrections to the neutralino dark matter relic density: An effective coupling approach . Phys. Rev. D.

Suchita Kulkarni, Felix Brümmer, Sabine Kraml(2012). Anatomy of maximal stop mixing in the MSSM . J. High Energ. Phys. 2012. (8). Springer Science $\mathplus$ Business Media

Suchita Kulkarni, Arindam Chatterjee, Manuel Drees, Qingjun Xu(2012). On-shell renormalization of the chargino and neutralino masses in the MSSM . Phys. Rev. D. 85. (7). American Physical Society ({APS})

Kulkarni, Suchita, Chatterjee, Arindam, Drees, Manuel, Xu, Qingjun(2012). On the On-Shell Renormalization of the Chargino and Neutralino Masses in the MSSM . Phys.Rev.D. 85. p. 075013.

Suchita Kulkarni, Howard Baer, Sabine Kraml(2012). Yukawa-unified natural supersymmetry . J. High Energ. Phys. 2012. (12). Springer Science $\mathplus$ Business Media

Kulkarni, Suchita, Elia, Anna, Porciani, Cristiano, Pietroni, Massimo, Matarrese, Sabino(2011). Modeling the clustering of dark-matter haloes in resummed perturbation theories . Mon.Not.Roy.Astron.Soc. 416. p. 1703--1716.

Kulkarni, Suchita, Dreiner, Herbi, Kittel, Olaf, Marold, Anja(2011). Testing the CP-violating MSSM in stau decays at the LHC and ILC . Phys.Rev.D. 83. p. 095012.

Kulkarni, Suchita, Boudjema, Fawzi, Drieu La Rochelle, Guillaume(2011). One-loop corrections, uncertainties and approximations in neutralino annihilations: Examples . Phys.Rev.D. 84. p. 116001.

Suchita Kulkarni, Herbi Dreiner, Olaf Kittel, Anja Marold(2011). Testing the C P -violating MSSM in stau decays at the LHC and ILC . Phys. Rev. D. 83. (9). American Physical Society ({APS})

Suchita Kulkarni, Manuel Drees, Mitsuru Kakizaki (2009). Thermal abundance of semirelativistic relics . Phys. Rev. D.

Kulkarni, Suchita, Drees, Manuel, Kakizaki, Mitsuru(2009). The Thermal Abundance of Semi-Relativistic Relics . Phys.Rev.D. 80. p. 043505.

Kulkarni, Suchita Effective couplings approach to neutralino dark matter relic density .

Brooijmans, G., Contino, R., Fuks, B., Moortgat, F., Richardson, P., Sekmen, S., Weiler, A., Alloul, A., Arbey, A., Baglio, J., et al. Les Houches 2013: Physics at TeV Colliders: New Physics Working Group Report .

CONFERENCE PAPER

Kulkarni, Suchita, Abdullahi, Asli M., Alzas, Pablo Barham, Batell, Brian, Beacham, James, Boyarsky, Alexey, Carbajal, Saneli, Chatterjee, Animesh, Crespo-Anadon, Jose I., Deppisch, Frank F., et al.(2023). The present and future status of heavy neutral leptons . J.Phys.G. 50. (2). p. 020501.

Kulkarni, Suchita(2012). Effective couplings approach to neutralino dark matter relic density . 47th Rencontres de Moriond on Electroweak Interactions and Unified Theories. p. 483--486.

BOOK CHAPTER

Kulkarni, Suchita, Cid Vidal, Xabier, D'Onofrio, Monica, Fox, Patrick J, Torre, Riccardo, Ulmer, Keith A, Aboubrahim, Amin, Albert, Andreas, Alimena, Juliette, Allanach, Benjamin C, et al.(2019). Report from Working Group 3 . CERN Yellow Rep.Monogr. 7. p. 585--865.

OTHER

Dipan Sengupta; Suchita Kulkarni; (2014). MadAnalysis 5 implementation of CMS-SUS-13-016 . INSPIRE