Abstract: A foundation model is trained on time series-related data. The foundation model is configured to take as input time series data (e.g., asset prices in a market, power demand in a power grid, scores in baseball games, etc.) as well as related time-stamped exogenous data having a different modality from the time-series data (e.g., news headlines). Once the foundation model is trained, it may be fine-tuned for different decoder heads to make predictions for a range of time series values.

Abstract: The present invention relates to therapeutic, cosmetic, and nutraceutical applications for eggshell membrane, processed eggshell membrane preparations and eggshell membrane isolates. The invention is directed to treating a mammal that will benefit from the administration of naturally occurring material found in eggshell membrane, processed eggshell membrane, eggshell membrane isolates and combinations thereof by administering to the mammal a composition containing eggshell membranes processed eggshell membrane, eggshell membrane isolates and combinations thereof, alone or in combination with other active ingredients.

Abstract: The present invention relates to therapeutic, cosmetic, and nutraceutical applications for eggshell membrane, processed eggshell membrane preparations and eggshell membrane isolates. The invention is directed to treating a mammal that will benefit from the administration of naturally occurring material found in eggshell membrane, processed eggshell membrane, eggshell membrane isolates and combinations thereof by administering to the mammal a composition containing eggshell membrane, processed eggshell membrane, eggshell membrane isolates and combinations thereof, alone or in combination with other active ingredients.

Abstract: The present invention relates to anti-inflammatory activity of eggshell membrane, processed eggshell membrane preparations and eggshell membrane isolates. The invention is directed to eggshell membrane compositions exhibiting anti-inflammatory activity as measured by effects on down-regulating pro-inflammatory plasma antigens in mammals that had orally ingested such compositions. This information supports the potential benefits from administration of naturally occurring material found in eggshell membrane, processed eggshell membrane, eggshell membrane isolates and combinations to reduce pain and inflammation associated with arthritis and other inflammatory conditions.