2025 "generalization guarantees" Papers

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C3PO: Optimized Large Language Model Cascades with Probabilistic Cost Constraints for Reasoning

Antonios Valkanas, Soumyasundar Pal, Pavel Rumiantsev et al.

NeurIPS 2025posterarXiv:2511.07396

Data-Driven Performance Guarantees for Classical and Learned Optimizers

Rajiv Sambharya, Bartolomeo Stellato

NeurIPS 2025posterarXiv:2404.13831
10
citations

Kernel Regression in Structured Non-IID Settings: Theory and Implications for Denoising Score Learning

Dechen Zhang, Zhenmei Shi, Zhang et al.

NeurIPS 2025posterarXiv:2510.15363

Learning with Statistical Equality Constraints

Aneesh Barthakur, Luiz Chamon

NeurIPS 2025posterarXiv:2511.14320

On the Optimization and Generalization of Multi-head Attention

Christos Thrampoulidis, Rouzbeh Ghaderi, Hossein Taheri et al.

ICLR 2025posterarXiv:2310.12680
44
citations

Transformers Learn Faster with Semantic Focus

Parikshit Ram, Kenneth Clarkson, Tim Klinger et al.

NeurIPS 2025posterarXiv:2506.14095

Universal generalization guarantees for Wasserstein distributionally robust models

Tam Le, Jerome Malick

ICLR 2025posterarXiv:2402.11981
7
citations