Ali Behrouz

Language models can actively select replay targets to improve their own broad capability preservation, not just retain explicitly trained tasks.

Static memory models are holding back performance—Proteus reveals that incrementally activating memory can drastically enhance context retention and reduce interference.

Real-time novel view synthesis is now achievable without the computational burden of constant memory updates, thanks to a clever decoupling strategy.