Alfredo Garcia

Full Professor, Industrial and Systems, Texas A&M University - College Station

Joined

July 2019

Names

Alfredo Garcia

Emails

****@tamu.edu (Confirmed)

Personal Links

Homepage

DBLP

ORCID

Career & Education History

Full Professor

Industrial and Systems, Texas A&M University - College Station (tamu.edu)

2017 – Present

Full Professor

University of Florida (ufl.edu)

2015 – 2017

Full Professor

University of Virginia, Charlottesville (virginia.edu)

2014 – 2015

Advisors, Relations & Conflicts

No relations added

Expertise

reinforcement learning

2018 – Present

Publications

Reinforcing Multi-Turn Reasoning in LLM Agents via Turn-Level Reward Design
Quan Wei, Siliang Zeng, Chenliang Li, William Brown, Oana Frunza, Wei Deng, Anderson Schneider, Yuriy Nevmyvaka, Yang Katie Zhao, Alfredo Garcia, Mingyi Hong
- Submitted to ICLR 2026
- Readers: Everyone
Aligning Frozen LLMs by Reinforcement Learning: An Iterative Reweight-then-Optimize Approach
Xinnan Zhang, Chenliang Li, Siliang Zeng, Jiaxiang Li, Zhongruo Wang, Songtao Lu, Kaixiang Lin, Alfredo Garcia, Mingyi Hong
- Submitted to ICLR 2026
- Readers: Everyone
ST-PPO: Stabilized Off-Policy Proximal Policy Optimization for Multi-Turn Agents
Chenliang Li, Adel Elmahdy, Alex James Boyd, Zhongruo Wang, Alfredo Garcia, Parminder Bhatia, Taha Kass-Hout, Cao Xiao, Mingyi Hong
- Submitted to ICLR 2026
- Readers: Everyone
ADARL: Adaptive Low-Rank Structures for Robust Policy Learning under Uncertainty
Chenliang Li, Junyu Leng, Jiaxiang Li, Youbang Sun, Shixiang Chen, Shahin Shahrampour, Alfredo Garcia
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
Reinforcing Multi-Turn Reasoning in LLM Agents via Turn-Level Reward Design and Credit Assignment
Quan Wei, Siliang Zeng, Chenliang Li, William Brown, Oana Frunza, Wei Deng, Yuriy Nevmyvaka, Yang Katie Zhao, Alfredo Garcia, Mingyi Hong
- MTI-LLM @ NeurIPS 2025 Poster
- Readers: Everyone
The price of flexibility in electricity markets
Subhojit Biswas, Bahar Çavdar, Alfredo Garcia, Joseph Geunes
- Crossref
- Readers: Everyone
Learning an Active Inference Model of Driver Perception and Control: Application to Vehicle Car-Following
Ran Wei, Alfredo García, Anthony D. McDonald, Gustav Markkula, Johan Engström, Matthew O'Kelly
- IEEE Trans. Intell. Transp. Syst. 2025
- Readers: Everyone
Aligning Frozen LLMs by Reinforcement Learning: An Iterative Reweight-then-Optimize Approach
Xinnan Zhang, Chenliang Li, Siliang Zeng, Jiaxiang Li, Zhongruo Wang, Kaixiang Lin, Songtao Lu, Alfredo García, Mingyi Hong
- CoRR 2025
- Readers: Everyone
A trust-region approach for computing Pareto fronts in multiobjective derivative-free optimization
Aboozar Mohammadi, Davood Hajinezhad, Alfredo García
- Optim. Lett. 2025
- Readers: Everyone
Understanding Inverse Reinforcement Learning under Overparameterization: Non-Asymptotic Analysis and Global Optimality
Ruijia Zhang, Siliang Zeng, Chenliang Li, Alfredo García, Mingyi Hong
- CoRR 2025
- Readers: Everyone

View all 118 publications

Co-Authors

View all 89 co-authors