Expo talks: LLM evaluation, federated learning, and AI for software dev

Talks from Google, Amazon, Apple, and others.

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Sunday’s ICML Expo hosted various talks from sponsoring companies.

Google had a talk on AI for software development — featuring Smart Paste and AI tools for accelerating code migrations — as well as a talk on the practical and theoretical trade-offs of transformers vs graph neural networks (GNNs) for learning on graphs.

Amazon hosted talks on their autogluon AutoML package, automated evaluation of LLM outputs, and approaches for application performance monitoring.

A full conference room with screens at the front showing a slide titled “NLI Metrics”
A packed room for Amazon’s talk on automated LLM evaluation

Apple presented pfl-research, a simulation framework for federated learning research.

Tomorrow: tutorials, and the exhibition hall opens.