Paths and Ambient Spaces in Neural Loss LandscapesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2025 |
Sens-Merging: Sensitivity-Guided Parameter Balancing for Merging Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 |
Non-Uniform Parameter-Wise Model MergingBigData Congress [Services Society] (BSS), 2024 |
Revisiting Multi-Permutation Equivariance through the Lens of Irreducible RepresentationsInternational Conference on Learning Representations (ICLR), 2024 |
Parameter Competition Balancing for Model MergingNeural Information Processing Systems (NeurIPS), 2024 |
Weight Scope Alignment: A Frustratingly Easy Method for Model MergingEuropean Conference on Artificial Intelligence (ECAI), 2024 |
Fisher Mask Nodes for Language Model MergingInternational Conference on Language Resources and Evaluation (LREC), 2024 |
Improving Model Fusion by Training-time Neuron Alignment with Fixed Neuron AnchorsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 |
Train ñ Trade: Foundations of Parameter MarketsNeural Information Processing Systems (NeurIPS), 2023 |
Proving Linear Mode Connectivity of Neural Networks via Optimal
TransportInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 |