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Haining Pan - Rutgers University

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IAMM

IAMM

2641 Osprey Vista Way, Knoxville, TN 37920
Ruixing Zhang (Department of Physics and Astronomy, University of Tennessee Knoxville)
Description

https://scholar.google.com/citations?user=00Qqcn8AAAAJ&hl=en

    • 9:00 AM → 9:30 AM
      Pick up at hotel 30m

      Travel to IAMM.

      Speaker: Ruixing Zhang (Department of Physics and Astronomy, University of Tennessee Knoxville)
    • 9:30 AM → 10:10 AM
      Research Meeting 40m 323

      323

      IAMM
      Speaker: Ruixing Zhang (Department of Physics and Astronomy, University of Tennessee Knoxville)
    • 10:20 AM → 11:20 AM
      AI as a Research Assistant for Quantum Materials and Information 1h 147

      147

      IAMM

      The rapid progress of artificial intelligence is creating new opportunities to address long-standing theoretical and experimental challenges in condensed matter physics. In this talk, I will present an AI-driven framework in which machine learning is integrated into the scientific workflow, from hypothesis formulation to theoretical modeling and experimental interpretation.

      I will first show how large language models (LLMs) can act as structured theoretical assistants rather than simple text generators. I will introduce a multi-step agentic pipeline that autonomously derives mean-field Hamiltonians for interacting quantum many-body systems, along with CMT-Benchmark, an expert-curated benchmark for evaluating reasoning reliability in AI-assisted condensed matter research.

      I will then discuss discovery-oriented applications at the intersection of quantum materials and quantum information. I will demonstrate how unsupervised analysis of 4D-STEM data uncovers hidden charge-density-wave phases in 1T-TaS2, and how machine learning can identify topological phases in disordered Majorana nanowires, aiding the search for robust platforms for topological quantum computation.

      Speaker: Dr Haining Pan (Rutgers University)
    • 11:30 AM → 12:00 PM
      Research Meeting 30m 239

      239
      Speaker: Jian Liu (University of Tennessee)
    • 12:00 PM → 2:00 PM
      Lunch 2h

      Ruixing Zhang, Jian Liu, ...

    • 2:00 PM → 2:30 PM
      Research Meeting 30m 321

      321

      IAMM
      Speaker: Prof. Adrian Del Maestro (University of Tennessee, Knoxville)
    • 2:30 PM → 3:00 PM
      Research Meeting 30m
      Speaker: Angkun Wu
    • 3:00 PM → 3:30 PM
      Research Meeting 30m 312

      312

      IAMM
      Speaker: Yishu Wang (University of Tennessee Knoxville)
    • 3:30 PM → 4:00 PM
      Research Meeting 30m 233

      233

      IAMM
      Speaker: Wonhee Ko (University of Tennessee, Knoxville)
    • 4:00 PM → 4:30 PM
      Research Meeting 30m 328

      328

      IAMM
      Speaker: Zachary Nicolaou
    • 4:30 PM → 5:00 PM
      Research Meeting 30m
    • 6:00 PM → 8:00 PM
      Dinner 2h

      Ruixing Zhang, ...