Stellar Flare

Integrating multi-band observation data for stellar event predictions.

A dense cluster of stars against a black night sky, creating a vibrant cosmic pattern. The stars vary in brightness and exhibit a range of colors, predominantly purple and white, with fine details suggesting depth and dimension.

A dense cluster of stars against a black night sky, creating a vibrant cosmic pattern. The stars vary in brightness and exhibit a range of colors, predominantly purple and white, with fine details suggesting depth and dimension.

Model Architecture

Utilizing GPT-4 for specialized stellar physics data analysis and predictions.

An intricate interstellar scene featuring a bright star illuminating the right side, surrounded by various other smaller stars scattered across the dark cosmic expanse. Wisps of nebulae appear to drift and swirl in the center, creating ghostly shapes against the vastness of space.

An intricate interstellar scene featuring a bright star illuminating the right side, surrounded by various other smaller stars scattered across the dark cosmic expanse. Wisps of nebulae appear to drift and swirl in the center, creating ghostly shapes against the vastness of space.

Training Strategy

Implementing two-phase fine-tuning and contrastive learning for enhanced model performance.

A star-filled night sky set against a dark background. Numerous small, dim stars twinkle throughout, with some clusters more concentrated.

A star-filled night sky set against a dark background. Numerous small, dim stars twinkle throughout, with some clusters more concentrated.

Stellar Flare Predictions