Tootfinder

Top U.S. Multifamily Rent Growth Markets — Q1 2025
"As was the case during 2024, the top rent growth markets to start 2025 represented several regions, all with varying strengths and characteristics."

Top U.S. Multifamily Rent Growth Markets Q1 2025 - Arbor Realty
The U.S. multifamily sector finished 2024 with the wind at its sails, as the market settled into a more normalized cycle with emerging opportunities. The sector’s resilience stood out during the year, amid a shifting economic landscape and volatile interest rate environment.

Trading Under Uncertainty: A Distribution-Based Strategy for Futures Markets Using FutureQuant Transformer
Wenhao Guo, Yuda Wang, Zeqiao Huang, Changjiang Zhang, Shumin ma
https://arxiv.org/abs/2505.05595

Trading Under Uncertainty: A Distribution-Based Strategy for Futures Markets Using FutureQuant Transformer
In the complex landscape of traditional futures trading, where vast data and variables like real-time Limit Order Books (LOB) complicate price predictions, we introduce the FutureQuant Transformer model, leveraging attention mechanisms to navigate these challenges. Unlike conventional models focused on point predictions, the FutureQuant model excels in forecasting the range and volatility of future prices, thus offering richer insights for trading strategies. Its ability to parse and learn from…