STATUS / ACTIVE · SHANGHAI

Nafiz Ishtiaque

Associate Professor
Fudan University × SIMIS

I study algebraic, geometric, and categorical structures in quantum systems, with an emphasis on quantum field theory, integrability, and quantum algebras.

My developing directions include topological quantum information and field-theoretic approaches to learning and statistical inference.

01 / CURRENT OUTPUT

Latest research

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An M2-brane ending on an Aganagic-Vafa brane
PAPER

Refined Invariants and Quantum Curves from Supersymmetric Localization

Supersymmetric localization computes refined open BPS invariants for toric Calabi-Yau threefolds with Aganagic-Vafa branes. In the Nekrasov-Shatashvili limit, the defect partition function gives a controlled solution of the quantized mirror curve.

  • Integrability
  • String theory
  • Supersymmetry
A schematic polymer gas of electric and magnetic defects
PAPER

An exact spacetime polymer gas for finite-temperature \(\mathbb Z_N\) homological quantum code

An exact finite-Trotter map turns finite-temperature homological codes into a spacetime polymer gas. Cluster-expansion bounds control topologically nontrivial defects, while a higher-form Kramers-Wannier duality exchanges electric and magnetic sectors.

  • Quantum information
  • Statistical mechanics
A schematic conditional distribution approximation by diffusion
PAPER

Universality of Gaussian-Mixture Reverse Kernels in Conditional Diffusion

Conditional diffusion models with finite Gaussian-mixture reverse kernels and neural logits approximate regular target laws in context-averaged conditional KL, up to a terminal mismatch determined by the forward process and reference law; the mismatch can vanish exactly or asymptotically.

  • Machine learning
  • Statistical mechanics

03 / FIELD RECORD

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04 / TRAJECTORY

Academic positions

  1. MSc & PhD Perimeter Institute Waterloo, Canada Supervisor: Jaume Gomis
  2. Postdoctoral Member Institute for Advanced Study Princeton, USA
  3. Postdoctoral Researcher IHES Bures-sur-Yvette, France
  4. Associate Professor SIMIS & Fudan University Shanghai, China