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Devan Shah

3 accepted papers

2026

FutureFill: Fast Generation from Convolutional Sequence Models

ICLR 2026poster

We address the challenge of efficient auto-regressive generation in sequence prediction models by introducing FutureFill—a general-purpose fast generation method for any sequence prediction algorithm based on convolutional operators. FutureFill reduces generation time from quadratic to quasilinear i…

Cited by 0SourceScholar
2025

SpectraLDS: Provable Distillation for Linear Dynamical Systems

NeurIPS 2025poster

We present the first provable method for identifying symmetric linear dynamical systems (LDS) with accuracy guarantees that are independent of the system’s state dimension or effective memory. Our approach builds upon recent work that represents symmetric LDSs as convolutions learnable via fixed spe…

Cited by 0SourcecodeScholar
2024

Rider Posture-Based Continuous Authentication with Few-Shot Learning for Mobility Scooters (Student Abstract)

AAAI 2024technical

Current practice of mobility scooter user authentication using physical keys and traditional password-based one-time security mechanisms cannot meet the needs of many mobility scooter riders, especially senior citizens having issues in recalling memory. Now seamless authentication approaches are nee…

Cited by 0SourcePDFScholar