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cs.LG2026
Fisher8: Stabilizing Neural Heteroscedastic Regression via Output-Layer Fisher Geometry
Sumedh Vemuganti, Nickvash Kani
Training neural networks to jointly predict mean and uncertainty estimates from noisy observations can be unstable, prompting a series of independent stabilization efforts. We argu…
cs.LG2025
E-Gen: Leveraging E-Graphs to Improve Continuous Representations of Symbolic Expressions
Hongbo Zheng, Suyuan Wang, Neeraj Gangwar +1
Vector representations have been pivotal in advancing natural language processing (NLP), with prior research focusing on embedding techniques for mathematical expressions using mat…