2 papers
cs.LG2025
LOTION: Smoothing the Optimization Landscape for Quantized Training
Mujin Kwun, Depen Morwani, Chloe Huangyuan Su +3
Optimizing neural networks for quantized objectives is fundamentally challenging because the quantizer is piece-wise constant, yielding zero gradients everywhere except at quantiza…
cs.MA2025
The Emergence of Complex Behavior in Large-Scale Ecological Environments
Joseph Bejjani, Chase Van Amburg, Chengrui Wang +7
We explore how physical scale and population size shape the emergence of complex behaviors in open-ended ecological environments. In our setting, agents are unsupervised and have n…