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cs.CL2026
On the Fragility of Tasks under Composition: Implicit Budgeting in Language Models
Chenpan Li, Thies Brockmoeller, Stefanie Jegelka +2
Modern language models are increasingly asked to handle several tasks within a single prompt. Doing so requires solving each task correctly while integrating the resulting answers…
cs.LG2026
Self-Supervised Combinatorial Optimization with Constraints via Frank-Wolfe
Akbar Rafiey, Yifei Xu, Nikolaos Karalias
Self-supervised learning for combinatorial optimization has emerged as a promising paradigm for solving discrete optimization problems with neural networks, but a central challenge…