In March 2025, drug discovery company Isomorphic Labs raised the largest amount of money ... compared to the $321.5 million raised by ophthalmology companies. Below is a graph showing a month-to-month ...

Isomorphic Labs, Google’s artificial intelligence drug business, raised $600 million in its first external funding round, the company said on Monday. Thrive Capital, a venture capital firm, led ...

AI drug discovery firm Isomorphic Labs has completed the company’s first external funding round since its 2021 founding within Google parent company Alphabet, raising $600 million to advance its ...

GNNs, while capable of representing relational systems, often struggle with distinguishing non-isomorphic graphs, limiting their capacity for hierarchical inference and abstraction. Additionally, both ...

For example, a file in exps/AE/DikeDataset is only comparable with a file in ebds/AE/DikeDataset and the corresponding graph type, in this case CFG, within the file in cfgs_fcgs/DikeDataset. We are ...

In addition, UGT reaches the third-order Weisfeiler-Lehman power to distinguish non-isomorphic graph pairs. The overall architecture of Unified Graph Transformer Networks. For the node-level tasks, we ...

Despite all these progresses, the expressiveness (the ability of a program to identify non-isomorphic graph structures) of the GNN model is bounded by the WL isomorphism test, and a suitable ...

We provide theoretical conditions under which a generic GNN model with parallel neighborhood aggregations (PA-GNNs, in short) are provably as powerful as the well-known Weisfeiler-Lehman (WL) graph ...