10 results found

Abhinav Saxena, Sarsij Tripathi

India’s school education system revolves around the National Council of Educational Research and Training (NCERT) textbooks, yet the research community has largely overlooked them as a source for stru...

Research Square 2026-04-22 rs-9334872
NCERT question answering QLoRA bilingual NLP educational AI fine-tuning

Zhuyan Yin, Gaoshun Song, Chengfeng Zhou, Hongjun Zhang

This paper presents DT-AOF, a decision-theoretic adaptive optimization framework designed to address dynamic optimization problems under uncertainty. The proposed method integrates three key component...

Scientific Reports 2026-04-22 rs-9332277

Shubham Kumar, Nihar Kumar Mahato, Md Abu T Ansary, Debdas Ghosh

Uncertain multiobjective optimization problems arise in various real-world scenarios where ob-jectives are affected by uncertainty. To address this, we propose a quasi-Newton method to solve the robus...

Soft Computing 2026-04-22 rs-9344639
Multiobjective optimization problem Uncertainty Robust optimization Robust efficiency Quasi Newton's method Line search techniques.

Morsi Abdalla Shaban

This study proposes an applied multi-criteria decision-making framework for prioritizing school reconstruction in post-conflict environments under epistemic uncertainty. The framework synthesizes poli...

Research Square 2026-04-21 rs-9461290
MCDM Fuzzy AHP Entropy TOPSIS Dirichlet Distribution Rank Stability School Reconstruction Gaza Strip

Shefeng Yuan

Mobile imaging devices face significant variability in image quality due to differences in hardware, environmental conditions,and device-specific characteristics, posing challenges for consistent phot...

Scientific Reports 2026-04-21 rs-9267531
Multimodal Diffusion Forecaster Image Enhancement Mobile Devices Computational Efficiency Uncertainty-Aware Reconstruction

Yongcai Li, Yuexia Zhou, Xiangyu Liu, Kai Chen, Jinpeng Chen, Chang'an Yi

Federated test-time adaptation (FTTA) enables privacy-preserving model adaptation to unlabeled target data during inference, yet it struggles with dynamic source client availability and uncertain test...

Research Square 2026-04-21 rs-9453712
Image classification federated learning test-time adaptation class-wise pseudo-label distribution shift

Bin Wang, Juan Zhang

This study introduces an innovative methodological framework for AI-driven talent chain management, addressing key challenges in workforce optimization, collaboration dynamics, and innovation assessme...

Scientific Reports 2026-04-21 rs-9264887
AI-driven Talent Management Multi-agent Systems Workforce Optimization Collaboration Dynamics Forecasting Uncertainty-aware Innovation Evaluation

William Foulkes, Kenzie Melvill, Leora Witkowski, Céline Domecq, Nancy Hamel, Justin Mayers, Sofia Maia, Manuel Teixeira, Inês Francisco, Cristina Albuquerque, Olivia Tan, Kevin McDonnell, Alexandra Capasso, George Chong, Victoria Marcus, Carla Pinto

In certain populations, founder pathogenic variants are a common cause of Lynch syndrome. Here, we report the identification of a novel founder variant, NM_000179.3 (MSH6):c.2061T > G (p.Cys687Trp). O...

European Journal of Human Genetics 2026-04-21 rs-9172566
Founder variant Lynch syndrome variant of uncertain significance immunohistochemistry haplotype endometrial cancer

WEI LIU, ZENGYUN WANG, NAN LIU, YUE ZHANG

Postgraduate education is commonly conceptualised as a counter-cyclical investment, with application demand expected to rise during periods of labour market uncertainty. Using a regime-aware diagnosti...

Humanities and Social Sciences Communications 2026-04-21 rs-8454576
Graduate education labour market uncertainty educational sheltering credential inflation policy signals China

Yutong Zhang, Yaoran Yang, Yifan Zhu, Wentao Zhang

Simulation-based inference (SBI) provides a principled route to parameter inference when a simulator is available but pointwise likelihood evaluation is infeasible. Two technical bottlenecks neverthel...

Statistics and Computing 2026-04-20 rs-9360238
simulation-based inference approximate Bayesian computation conformal calibration summary statistics uncertainty quantification misspecification
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