2 papers
cs.LG2026
Bifurcation Models: Learning Set-Valued Solution Maps with Weight-Tied Dynamics
Caleb Jore, Jialin Liu
Many scientific and combinatorial problems admit multiple correct solutions, not a single label. Standard supervised learning resolves this ambiguity by choosing one solution as th…
math.OC2024
A Mathematics-Inspired Learning-to-Optimize Framework for Decentralized Optimization
Yutong He, Qiulin Shang, Xinmeng Huang +2
Most decentralized optimization algorithms are handcrafted. While endowed with strong theoretical guarantees, these algorithms generally target a broad class of problems, thereby n…