Search Results for author: Akshay Sharma

Found 6 papers, 0 papers with code

Flexible Differentiable Optimization via Model Transformations

no code implementations10 Jun 2022 Mathieu Besançon, Joaquim Dias Garcia, Benoît Legat, Akshay Sharma

We introduce DiffOpt. jl, a Julia library to differentiate through the solution of optimization problems with respect to arbitrary parameters present in the objective and/or constraints.

Hyperparameter Optimization

TinyMLOps: Operational Challenges for Widespread Edge AI Adoption

no code implementations21 Mar 2022 Sam Leroux, Pieter Simoens, Meelis Lootus, Kartik Thakore, Akshay Sharma

Deploying machine learning applications on edge devices can bring clear benefits such as improved reliability, latency and privacy but it also introduces its own set of challenges.

BayesAoA: A Bayesian method for Computation Efficient Angle of Arrival Estimation

no code implementations15 Oct 2021 Akshay Sharma, Nancy Nayak, Sheetal Kalyani

The proposed method achieves $92\%$ accuracy in a channel of noise variance $10^{-6}$ with $19. 3\%$ of the brute-force method's computation.

Domain Concretization from Examples: Addressing Missing Domain Knowledge via Robust Planning

no code implementations18 Nov 2020 Akshay Sharma, Piyush Rajesh Medikeri, Yu Zhang

This problem is more challenging than partial observability in the sense that the agent is unaware of certain knowledge, in contrast to it being partially observable: the difference between known unknowns and unknown unknowns.

Decision Making Known Unknowns

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