David Richerby

Graph foundation models do not require monolithic backends: routing across lightweight linear GNNs conditioned on embeddings from both small and large language models unlocks robust few-shot transfer across node, link, and graph classification tasks.

Reputation-aware consensus algorithms can significantly enhance fairness in blockchain networks, allowing validators to learn from past mistakes without the burden of additional computational costs.