Critique-Guided Distillation for Robust Reasoning via Refinement
2026. International Conference on Machine Learning (ICML 2026). Published.
Publications
A complete record of peer-reviewed papers, workshop papers, and preprints across AI and engineering.
See the complete citation record on Google Scholar.
When Load-Balancing Goes Too Far: Expert Pruning in Over-Dispersed Mixture-of-Experts Models
2026. NeurIPS 2026 Workshop on On-Device Intelligence. Accepted.
Structured Thoughts for Improved Reasoning and Context Pruning
2026. arXiv. Preprint.
Your Model Diversity, Not Method, Determines Reasoning Strategy
2026. ICLR 2026 Workshop on Logical Reasoning of Large Language Models. Accepted.
SPEAR-MM: Selective Parameter Evaluation and Restoration via Model Merging for Efficient Financial LLM Adaptation
2025. 2025 IEEE International Conference on Big Data. Published.
Optimizing Reasoning Efficiency through Prompt Difficulty Prediction
2025. NeurIPS 2025 Workshop on Efficient Reasoning. Accepted.
StructMoE: Structured Mixture of Experts Using Low Rank Experts
2024. NeurIPS Efficient Natural Language and Speech Processing Workshop. Published.
Multi-Level Bayesian Calibration of a Multi-Component Dynamic System Model
2023. Journal of Computing and Information Science in Engineering. Published.
Multi-objective optimization under uncertainty of part quality in fused filament fabrication
2022. ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B: Mechanical Engineering. Published.
Dimension reduction for efficient surrogate modeling in high-dimensional applications
2022. AIAA SciTech Forum. Published.
Adaptive surrogate modeling for high-dimensional spatio-temporal output
2022. Structural and Multidisciplinary Optimization. Published.
Information fusion and machine learning for sensitivity analysis using physics knowledge and experimental data
2021. Reliability Engineering & System Safety. Published.
Resilience-enhancing operations of aerostructural systems under uncertainty: a digital twin approach
2020. AIAA SciTech Forum. Published.
Process Optimization Under Uncertainty for Improving the Bond Quality of Polymer Filaments in Fused Filament Fabrication
2020. Journal of Manufacturing Science and Engineering. Published.
Physics-informed and hybrid machine learning in additive manufacturing: application to fused filament fabrication
2020. Journal of Metals. Published.
Fatigue Crack Growth Diagnosis and Prognosis for Damage-Adaptive Operation of Mechanical Systems
2020. Model Validation and Uncertainty Quantification, Volume 3: Proceedings of the 38th IMAC, A Conference and Exposition on Structural Dynamics. Published.
Discrete eigenseparation-based reduced order homogenization method for failure modeling of composite materials
2020. Computer Methods in Applied Mechanics and Engineering. Published.
Digital twin approach for intelligent operation planning and health management of mechanical systems
2020. Annual Conference of the PHM Society. Published.
Digital twin approach for damage-tolerant mission planning under uncertainty
2020. Engineering Fracture Mechanics. Published.