On Solution Functions of Optimization: Universal Approximation and Covering Number Bounds. - Ming Jin 002; Vanshaj Khattar; Harshal Kaushik; Bilgehan Sel; Ruoxi Jia 001 (AAAI, 2023)

A CMDP-within-online framework for Meta-Safe Reinforcement Learning. - Vanshaj Khattar; Yuhao Ding; Bilgehan Sel; Javad Lavaei; Ming Jin 002 (ICLR, 2023)

Learning-to-Learn to Guide Random Search: Derivative-Free Meta Blackbox Optimization on Manifold. - Bilgehan Sel; Ahmad Al-Tawaha; Yuhao Ding; Ruoxi Jia 001; Bo Ji 001; Javad Lavaei; Ming Jin 002 (L4DC, 2023)

Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models. - Bilgehan Sel; Ahmad Al-Tawaha; Vanshaj Khattar; Lu Wang 029; Ruoxi Jia 001; Ming Jin 002 (CoRR, 2023)

A Human-on-the-Loop Optimization Autoformalism Approach for Sustainability. - Ming Jin 002; Bilgehan Sel; Fnu Hardeep; Wotao Yin (CoRR, 2023)

Balance Reward and Safety Optimization for Safe Reinforcement Learning: A Perspective of Gradient Manipulation. - Shangding Gu; Bilgehan Sel; Yuhao Ding; Lu Wang 029; Qingwei Lin; Ming Jin 002; Alois Knoll (AAAI, 2024)

Skin-in-the-Game: Decision Making via Multi-Stakeholder Alignment in LLMs. - Bilgehan Sel; Priya Shanmugasundaram; Mohammad Kachuee; Kun Zhou; Ruoxi Jia 001; Ming Jin 002 (ACL (1), 2024)

Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models. - Bilgehan Sel; Ahmad Al-Tawaha; Vanshaj Khattar; Ruoxi Jia 001; Ming Jin 002 (ICML, 2024)

Democratizing Energy Management with LLM-Assisted Optimization Autoformalism. - Ming Jin 002; Bilgehan Sel; Fnu Hardeep; Wotao Yin (SmartGridComm, 2024)

LLMs Can Plan Only If We Tell Them. - Bilgehan Sel; Ruoxi Jia 001; Ming Jin 002 (ICLR, 2025)

Backtracking for Safety. - Bilgehan Sel; Dingcheng Li; Phillip Wallis; Vaishakh Keshava; Ming Jin 002; Siddhartha Reddy Jonnalagadda (CoRR, 2025)

Safe and Balanced: A Framework for Constrained Multi-Objective Reinforcement Learning. - Shangding Gu; Bilgehan Sel; Yuhao Ding; Lu Wang 029; Qingwei Lin; Alois Knoll; Ming Jin 002 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)