Ozan Baris Mulayim

According to our database, Ozan Baris Mulayim authored at least 15 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering.

Liying Han, Kang Yang, Oliver Wang, Jason Wu, Pengrui Quan, Gaofeng Dong, Ozan Baris Mulayim, Sizhe Ma, Yuyang Yuan, Dezhi Hong, Mario Berges, Mani Srivastava

CoRR, May, 2026

Semantic Technologies in Practical Demand Response: An Information Requirement-based Roadmap.

Ozan Baris Mulayim, Anand Krishnan Prakash, Yuvraj Agarwal, Mario Bergés, Marco Pritoni, Derek Supple, Steve Schaefer, Mitali Shah

Proceedings of the 17th ACM International Conference on Future and Sustainable Energy Systems, 2026

ThermoStill: Distilling Time Series Foundation Model into Thermal Dynamics Model for HVAC Model Predictive Control.

Rui Liang, Yang Deng, Yaohui Liu, Dafang Zhao, Ozan Baris Mulayim, Ittetsu Taniguchi, Dan Wang

Proceedings of the 17th ACM International Conference on Future and Sustainable Energy Systems, 2026

2025

Comparative Field Deployment of Reinforcement Learning and Model Predictive Control for Residential HVAC.

Ozan Baris Mulayim, Elias N. Pergantis, Levi D. Reyes Premer, Bingqing Chen, Guannan Qu, Kevin J. Kircher, Mario Bergés

CoRR, October, 2025

Semantic Technologies in Practical Demand Response: An Informational Requirement-based Roadmap.

Ozan Baris Mulayim, Yuvraj Agarwal, Mario Bergés, Steve Schaefer, Mitali Shah, Derek Supple

CoRR, September, 2025

Can Time-Series Foundation Models Perform Building Energy Management Tasks?

Ozan Baris Mulayim, Pengrui Quan, Liying Han, Xiaomin Ouyang, Dezhi Hong, Mario Bergés, Mani Srivastava

CoRR, June, 2025

On the Impact of Simulated Occupancy Behavior Assumptions on Reinforcement Learning for HVAC Controls.

Ozan Baris Mulayim, Mario Bergés

Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems, 2025

I Can't Read All That! Improving the Usability of Semantic Models Using Concise, Ontology-Agnostic, Building-Specific Schemas.

Lazlo Paul, Ozan Baris Mulayim, Umut Mete Saka, Anand Krishnan Prakash, Gabe Fierro, Marco Pritoni

Proceedings of the 12th ACM International Conference on Systems for Energy-Efficient Buildings, 2025

Ibex-RL: Interpretable and Scalable Control via Physics-Informed Reinforcement Learning.

Ozan Baris Mulayim, Mario Bergés

Proceedings of the 12th ACM International Conference on Systems for Energy-Efficient Buildings, 2025

BuildingQA: A Benchmark for Natural Language Question Answering over Building Knowledge Graphs.

Ozan Baris Mulayim, Avia Anwar, Umut Mete Saka, Lazlo Paul, Anand Krishnan Prakash, Gabe Fierro, Marco Pritoni, Mario Bergés

Proceedings of the 12th ACM International Conference on Systems for Energy-Efficient Buildings, 2025

2024

Unmasking the Role of Remote Sensors in Comfort, Energy and Demand Response.

Ozan Baris Mulayim, Edson Severnini, Mario Bergés

CoRR, 2024

Leveraging Grey Box Models for Enhanced Energy Flexibility in Centralized and Decentralized Single-Zone Multi-Node Systems.

Ozan Baris Mulayim, Mario Bergés

Proceedings of the IEEE International Conference on Communications, 2024

Are Time Series Foundation Models Ready to Revolutionize Predictive Building Analytics?

Ozan Baris Mulayim, Pengrui Quan, Liying Han, Xiaomin Ouyang, Dezhi Hong, Mario Bergés, Mani Srivastava

Proceedings of the 11th ACM International Conference on Systems for Energy-Efficient Buildings, 2024

Large Language Models for the Creation and Use of Semantic Ontologies in Buildings: Requirements and Challenges.

Ozan Baris Mulayim, Lazlo Paul, Marco Pritoni, Anand Krishnan Prakash, Malavikha Sudarshan, Gabe Fierro

Proceedings of the 11th ACM International Conference on Systems for Energy-Efficient Buildings, 2024

2023

Unmasking the Thermal Behavior of Single-Zone Multi-Room Houses: An Empirical Study.

Ozan Baris Mulayim, Mario Bergés

Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, 2023