FIELD NOTES TOPIC
data efficiency
2 notes, newest first.
Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
The text introduces the Model Discovery Agent (MDA), a system designed to efficiently discover mechanistic, causal models from minimal interventions using a large language model (LLM) and Bayesian methods. The MDA…
A welding penetration prediction model for laser welding process based on self-supervised learning using physics-informed neural networks
A new algorithm named SimPhysNet has been introduced to predict laser welding penetration with high accuracy using only a limited number of labelled images. The algorithm uses self-supervised learning and…
