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Aalto Researchers Demonstrate Single-Shot Optical Tensor Computing

The Nature Photonics paper describes passive light propagation that executes GPU-class operations without electronic switching.

Overview

  • The experiment encodes digital data into the amplitude and phase of coherent light so matrix and tensor multiplications, including convolutions and attention, occur in a single pass.
  • The team extends the method with multiple wavelengths, creating parallel channels that handle higher-order tensor operations.
  • Computation unfolds passively during propagation, which eliminates active control and is presented as reducing power use.
  • Researchers say the framework can be implemented on diverse optical platforms and plan photonic‑chip integration.
  • The authors estimate integration into existing hardware platforms within three to five years, though the work remains at the experimental, peer‑reviewed stage.