3 papers
cs.LG2026
ULPack: Reference-Conditioned Lossless Compression of Checkpoint Trajectories
Aniket Srinivasan Ashok
Studying model training requires checkpoint trajectories, whose storage cost limits temporal resolution. Although adjacent checkpoints are numerically close, existing lossless code…
cs.LG2025
Composite Classifier-Free Guidance for Multi-Modal Conditioning in Wind Dynamics Super-Resolution
Jacob Schnell, Aditya Makkar, Gunadi Gani +5
Various weather modelling problems (e.g., weather forecasting, optimizing turbine placements, etc.) require ample access to high-resolution, highly accurate wind data. Acquiring su…
cs.LG2025
Deterministic Continuous Replacement: Fast and Stable Module Replacement in Pretrained Transformers
Rowan Bradbury, Aniket Srinivasan Ashok, Sai Ram Kasanagottu +2
Replacing modules in pretrained models, especially swapping quadratic self-attention for efficient attention alternatives, poses a hard optimization problem: cold-start reinitializ…