Projects

Research

• AI-Native Workflow — Verified, recoverable AI research workflows.
  ongoing
• SoftRank — Attention geometry and approximation.
  preprint
• NTU-QRS AlphaAllocator — News overlays for constrained asset allocation.
  completed
• PolicyAttention — Softmax policy improvement and robustness.
  ongoing
• GeoAttention — Representation-relative attention geometry.
  ongoing
• DeepWin — Order-book factors and strategy validation.
  completed
• Retirement Portfolio Optimisation — Multi-period retirement allocation.
  ongoing
• Greenwashing Risk Pricing — Disclosure risk and green-bond pricing.
  completed
• DecisionRank — Early-stage decision-making research.
  ongoing
• FRTBTrace — Auditable trade-level FRTB attribution.
  ongoing
• GeoAFT — Geometry-adaptive attention fine-tuning.
  ongoing
• HedgeFidelity — Early-stage quantitative research.
  ongoing
• RiskHedge — Spectral-risk decisions and selective evaluation.
  ongoing

Platforms

• NTU Info — Bilingual campus guides and club discovery.
  active
• QRS@NTU Academic Platform — Academic catalogs and research resources.
  active