2 papers
cs.LG2026
Evaluating the Impact of Task Granularity on Catastrophic Forgetting in Continual Learning
Emre Alyamac, Himanshu Janmeda, Shashwat Krishna +1
Catastrophic forgetting, the abrupt loss of previously acquired knowledge upon learning new information, remains the central challenge in Continual Learning. This project investiga…
cs.LG2025
FaCTR: Factorized Channel-Temporal Representation Transformers for Efficient Time Series Forecasting
Yash Vijay, Harini Subramanyan
While Transformers excel in language and vision-where inputs are semantically rich and exhibit univariate dependency structures-their architectural complexity leads to diminishing…