Benchmarking

AIPerf is an LLM inference benchmarking tool from NVIDIA designed to evaluate the speed and performance of large language models in deployment scenarios.

Thermal Management / Physics-Informed ML

A physics-informed convolutional neural network whose loss encodes the finite-difference heat conduction equation, used as a surrogate for the temperature field of a liquid-cooled battery pack and more accurate than a purely data-driven model trained on the same data.

Flow Control / Turbulent Drag Reduction

An open-source reinforcement learning platform for flow control that couples six CFD solver backends with dozens of pre-configured environments; trained policies transfer zero-shot to a wing and cut skin-friction drag substantially.

Molecular Dynamics / ML Interatomic Potential

A general-purpose machine-learned interatomic potential built on an equivariant graph neural network, trained on 150k public inorganic crystals, that runs stable molecular dynamics out of the box for solids, liquids, gases and reactions, and can be fine-tuned to ab initio accuracy with only a handful of configurations.

Structural Optimization / Generative Design

A conditional diffusion approach to structural topology optimization from MIT that uses surrogate-model guidance to optimise both mechanical compliance and manufacturability, outperforming conditional GANs by a wide margin.

Video Generation/AI

HiDream-O1-Video-1.0 is a video generation model that demonstrates strong understanding of real-world scenarios, excelling in complex dynamic scenes like hip-hop rap and NBA game-winning shots, ranking among the top four globally.