data&projects

Links to Talks and Press Releases

Collected Networking Data repositories

  • CAIDA: Great resource for Internet Data.
    • TCP Statistics:
    • TCP and ML analysis for good and bad flows. Cubic, Reno and Hamilton analysis. Panorama datasets.
    • Studying how TCP conflicts in same link, Exploring BBR v1, v2 and v3. Poseidon Datasets.
  • Sample Wireshark captures, open data set.
  • MAWI data: for traffic anomalies: http://www.fukuda-lab.org/mawilab/documentation.html
  • Internet Traffic data: https://ant.isi.edu/datasets/index.html
  • Security related data released by cybersecurity lab at LANL: https://csr.lanl.gov/data/cyber1/
  • Netflix data set for movie recommendations: https://www.kaggle.com/netflix-inc/netflix-prize-data


Funded Profile

  • SWARM(PI, Ewa Deelman USC). Funded by DOE
  • Self-driving 5G Network. (PI,Kiran). Funded by DOE
  • Intelligent Automation Wireless Network. (PI,Kiran). Funded by LBNL LDRD
  • POSEIDON (PI, Ewa Deelman USC). Funded by DOE
  • AI for Quantum Transducer (LDRD, PI Mekena Metcalf)
  • Uncertainty Quantification for Hyper parameter tuning (HYPPO, PI Julianne Mueller)
  • DAPHNE DAPHNE HOME (PI,Kiran)
  • PANORAMA Panorama Website
  • Agent-based Models FLAME Framework
  • Intent-based Network ESnet R&D Pages
  • Deep Learning based control for Lasers and Accelerators (LBNL-funded), Collaborating with Qiang Du
  • Deep reinforcement learning for Smart Build Control (Flexlab), Collaborating with Samir Touzani


Abstracts, Videos & Talks

  • SIAM Talk
  • WOMANIUM Talk
  • July 2023: Studying TCP Fairness in Transfers over High Throughput Links[Link]
  • SC23 demo abstracts [Link]
  • SC21 Network Research Exhibition: Publishable Abstract HECATE: Towards Self-driving Networks[Link]
  • HECATE:Data driven, machine learning dynamic path optimization [Youtube link]
  • Networking Data for GEANT talk https://www.youtube.com/watch?v=wjFu-FWczBc
  • Basics2Breakthroughs: AI for better networking [Youtube link]
  • Investigating sFlow for Monitoring Networks [Youtube link]
  • EVIAN: tool to enable intents to be deployed on network links, EPOC - Engagement Performance Operations Center [Youtube link]
  • At NERSC lunch time talks: Time-series Analysis of ESnet Network Traffic: Statistical and Deep Learning models, NERSC Data Seminars, [Youtube link].
  • iNDIRA Demo (SC16), [Youtube Talk].
  • Teaching big data processing with open source software, [Talk].



Selected Press

  • January 18, 2024: ORNL’s Quantum Initiatives Flourish with Over $10M in New Funding Awards Link
  • January 16, 2024: Three recent funding awards bolster ORNL’s quantum leadership Link
  • Nov 28, 2023: SWARM Project Release Link
  • Nov 2021: Career Goals for female researchers, how does one choose between academia and industry?” Link
  • Sept 10th 2021, HPC Wire: Leverage AI and ML for Networks for DOE Workflows Link
  • Jul 21 2021, SSURF: At ESnet, Mariam Kiran Wins Rising Star Award for Network Engineering Link
  • Feb. 26, 2021, Using AI to Direct Traffic: Building Self Learning Networks on Chameleon Link
  • Nov 6, 2020, Machine Learning to Add Another Dimension to ESnet's Toolbox for Predicting Data Patterns Link
  • Oct 19th 2020, Published Blog: One Network Dashboard to Rule them All = NetGraf
  • Sept 23rd 2020, Discussing AI for Networking = AI Control Plane
  • 2017: Women in STEM -“Thinking networks” Mariam Kiran [Link]
  • Dec 2nd 2015, University of Bradford lecturer swaps lab coat for legislationLink
  • 2010, Issues with Economic and Social systems modelling Mariam Kiran University of Sheffield Future Research Directions in Agent Based Modelling June 2010.Link


Other Activities

Professional Services

  • Architecture and Networks Vice Chair (Supercomputing 2025)
  • QCE25 Quantum Networking & Communications Papers Track Program Chair (QNET) IEEE Quantum Week 2025
  • Programme Committee for CCGrid, Supercomputing, IPDPS (since 2019)
  • INDIS Committee by Scinet (since 2021)
  • Fellowship co-chair for N2Women for improving women researchers at Networking Conferences (2018-2020)
  • Associate Editor, IEEE Networking Letters
  • Elected member of COMSES Network for OpenABM (agent-based modelling) at Arizona State University.
  • Developer for FLAME (Agent-based modelling framework) used World-wide
  • Programme Committee duties at SciPy2018-2019, SC17, ICML workshop 2018
  • Reviewer for proposals submitted to NSF and EU
  • Instigated the ACM-Women professional chapter for UK

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