2 papers
cs.LG2025
Balancing Synthetic Data and Replay for Enhancing Task-Specific Capabilities
Urs Spiegelhalter, Jörg K. H. Franke, Frank Hutter
Adapting language models to new tasks through continued pretraining faces a fundamental trade-off: models must learn new capabilities while avoiding catastrophic forgetting of exis…
cs.LG2025
Learning in Compact Spaces with Approximately Normalized Transformer
Jörg K. H. Franke, Urs Spiegelhalter, Marianna Nezhurina +3
The successful training of deep neural networks requires addressing challenges such as overfitting, numerical instabilities leading to divergence, and increasing variance in the re…