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cs.LG2026
Adaptive Memory Decay for Log-Linear Attention
Yaxita Amin, Helen Zichen Li, Mengfan Zhang +1
Sequence models face a fundamental tradeoff between memory capacity and computational efficiency. Transformers achieve expressive context modeling at quadratic cost, while linear a…
cs.LG2025
A Predictive Services Architecture for Efficient Airspace Operations
Ítalo Romani de Oliveira, Samet Ayhan, Glaucia Balvedi +5
Predicting air traffic congestion and flow management is essential for airlines and Air Navigation Service Providers (ANSP) to enhance operational efficiency. Accurate estimates of…
cs.LG2023
Reroute Prediction Service
Ítalo Romani de Oliveira, Samet Ayhan, Michael Biglin +2
The cost of delays was estimated as 33 billion US dollars only in 2019 for the US National Airspace System, a peak value following a growth trend in past years. Aiming to address t…