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Jarzynski Reweighting and Sampling Dynamics for Training Energy-Based Models: Theoretical Analysis of Different Transition Kernels

• Authors : Carbone, Davide

Subjects: Computer Science - Machine Learning; Physics - Computational Physics

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Probability Consistency in Large Language Models: Theoretical Foundations Meet Empirical Discrepancies

• Authors : Luo, Xiaoliang; Xu, Xinyi; Ramscar, Michael

Subjects: Computer Science - Computation and Language

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A Survey of Optimization Methods for Training DL Models: Theoretical Perspective on Convergence and Generalization

• Authors : Wang, Jing; Choromanska, Anna

Subjects: Computer Science - Machine Learning; Computer Science - Distributed, Parallel, and Cluster Computing; Mathematics - Optimization and Control

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Adversarial Transferability in Deep Denoising Models: Theoretical Insights and Robustness Enhancement via Out-of-Distribution Typical Set Sampling

• Authors : Ning, Jie; Sun, Jiebao; Shi, Shengzhu

Subjects: Computer Vision and Pattern Recognition

• Source: SIAM Journal on Imaging Sciences, Vol. 18, Iss. 3 (2025), 10.1137/24M1716021

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Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method

• Authors : Pan, Bikang; Huang, Wei; Shi, Ye

Subjects: Computer Science - Machine Learning; Computer Science - Computation and Language; Computer Science - Computer Vision and Pattern Recognition

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The Heterophilic Graph Learning Handbook: Benchmarks, Models, Theoretical Analysis, Applications and Challenges

• Authors : Luan, Sitao; Hua, Chenqing; Lu, Qincheng

Subjects: Computer Science - Machine Learning; Computer Science - Social and Information Networks

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A Survey on Compositional Learning of AI Models: Theoretical and Experimental Practices

• Authors : Sinha, Sania; Premsri, Tanawan; Kordjamshidi, Parisa

Subjects: Computer Science - Artificial Intelligence

• Source: Transactions of Machine Learning Research, 2024

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Channel Orthogonalization with Reconfigurable Surfaces: General Models, Theoretical Limits, and Effective Configuration

• Authors : Alegría, Juan Vidal; Thunberg, Johan; Edfors, Ove

Subjects: Computer Science - Information Theory; Electrical Engineering and Systems Science - Signal Processing

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Efficient Treatment of Some Important Fractal-Fractional Models: Theoretical and Numerical Study.

• Authors : Adel, M.¹ ; Khader, M. M.^2,3 ; Pamucar, Dragan⁴

• Source: European Journal of Pure & Applied Mathematics. Oct2025, Vol. 18 Issue 4, p1-16. 16p.

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Integrated multifactor assessment of road geometry, vehicle types and weather diversity on bilateral transverse slopes: Bridging gaps in dynamic modeling.

• Authors : Moharami M; Department of Civil-Transportation Planning, Imam Khomeini International University, Qazvin, Iran.; Abdi Kordani A

Subjects: Weather* ; Automobile Driving* ; Models, Theoretical*

• Source: PloS one [PLoS One] 2026 May 05; Vol. 21 (5), pp. e0340887. Date of Electronic Publication: 2026 May 05 (Print Publication: 2026).Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet

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