~/talk

Secure Computation in Action: Real-World Deployments in Finance

Talkat Secure Computation 2025 · 2025-08-04..08-08· [security]
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slides:none on file

JP Morgan runs Prime Match and Atlas‑X in production: Prime Match performs encrypted inventory matching, Atlas‑X adds differential privacy to hide concentrated clients while keeping P&L loss around $1 per asset per day using 0.3 epsilon. Atlas‑X has produced billions in inventory across three regions for two years. Combining privacy and MPC yields a dark‑pool design that uses only commitments, inserts fake orders, achieves optimal matching, and reaches about 850 orders per second.

AI-written summary · about

  1. 0:00Secure computation in finance
  2. 1:28Research to real-world at JPMorgan
  3. 3:58Prime Match in trading
  4. 9:50Differential privacy for clients
  5. 11:18Atlas-X deployment challenges
  6. 18:50Privacy versus adoption
  7. 19:35Dark pools and HFT constraints
  8. 22:02Indifferential privacy for dark pools
  9. 25:02Q&A
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