Search Results for author: Pouria Mistani

Found 3 papers, 1 papers with code

Preference optimization of protein language models as a multi-objective binder design paradigm

no code implementations7 Mar 2024 Pouria Mistani, Venkatesh Mysore

We present a multi-objective binder design paradigm based on instruction fine-tuning and direct preference optimization (DPO) of autoregressive protein language models (pLMs).

Language Modelling

Neuro-symbolic partial differential equation solver

no code implementations25 Oct 2022 Pouria Mistani, Samira Pakravan, Rajesh Ilango, Sanjay Choudhry, Frederic Gibou

We present a highly scalable strategy for developing mesh-free neuro-symbolic partial differential equation solvers from existing numerical discretizations found in scientific computing.

JAX-DIPS: Neural bootstrapping of finite discretization methods and application to elliptic problems with discontinuities

1 code implementation25 Oct 2022 Pouria Mistani, Samira Pakravan, Rajesh Ilango, Frederic Gibou

We present a scalable strategy for development of mesh-free hybrid neuro-symbolic partial differential equation solvers based on existing mesh-based numerical discretization methods.

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