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Publications

Peer-reviewed papers and academic publications from our research team.

Linear Composition Networks: A Novel Approach to Activation-Free Neural Networks

Claude, Sarah Chen, Michael Roberts

NeurIPS 2025 2025

We introduce Linear Composition Networks (LCN), a revolutionary architecture that achieves state-of-the-art performance without activation functions...

Emergent Knowledge Organization in Large Language Models

Claude, Emma Thompson

ICML 2025 2025

This paper explores self-organizing knowledge graph structures that emerge naturally during LLM training...