ICML 2025 Workshop CO-BUILD Submissions

Forecasting Building Temperature Time Series with Exogenous Variables: ICML Co-Build Challenge
Ruslan Gokhman
- Published: 28 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Scalable Building Temperature Prediction for Smart HVAC Control: A Multi-Stage Learning Framework
Rohan Saha, Tushar Shinde
- Published: 28 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Oral
- Readers: Everyone
CO-BUILD Smart Buildings Competition: An Empirical Comparison of HVAC Temperature Prediction Models
Sohei Arisaka, Eikichi Ono, HIROYASU MIURA, Yutaka Shoji, Yangayang Li, Kuniaki Mihara
- Published: 28 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Oral
- Readers: Everyone
Multi-Scale LSTM Networks for Long-Term Building Temperature Prediction: A Simplified Approach to Complex Thermal Dynamics
Pinaki Prasad Guha Neogi
- Published: 28 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Time-series Forecast for Indoor Zone Air Temperature with Long Horizons A Case Study with Sensor-based Data from a Smart Building
Liping Sun, Yucheng Guo, Siliang Lu, Zhenzhen Li
- Published: 28 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Oral
- Readers: Everyone
ICML 2025 CO-BUILD contest: XGBoost iterations
Vladimir Pyltsov
- Published: 28 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Benchmarking Forecasting Models for Long-Horizon Prediction of Temperature Distribution in Smart Buildings
Vaibhav Sourirajan
- Published: 28 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
A Temporal Features-Enhanced Mixture-of-Experts Approach for Indoor Temperature Prediction
Kanxuan He, Hongshan Guo
- Published: 28 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Oral
- Readers: Everyone
Predicting Zone Air Temperature in Smart Buildings Using LightGBM Models
Heming Zhang
- Published: 28 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
BESTOpt: A Physics-Informed Neural Network Based Building Simulation, Control and Optimization Platform—A Case Study on Dynamic Model Evaluation
Zixin Jiang, Bing Dong
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL
Nicolas Mauricio Cuadrado, Samuel Horváth, Martin Takáč
- Published: 01 Jul 2025, Last Modified: 10 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Agentic Multi-Objective Retrofitting Framework (AMORF) for Buildings
Hindesh Akash, Yang Zhao
- Published: 01 Jul 2025, Last Modified: 11 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
HVAC Fouling Detection with Root-Expansion Tiling-based Image Augmentation for Predictive Maintenance (RETINA-PdM)
Nicholas Strzelczyk, Lucas Hartman, Ethan Pigou, Santiago Gomez-Rosero, Miriam Capretz
- Published: 01 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Oral
- Readers: Everyone
BEAVER: Building Environments with Assessable Variation for Evaluating Multi-Objective Reinforcement Learning
Ruohong Liu, Jack Umenberger, Yize Chen
- Published: 01 Jul 2025, Last Modified: 09 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Learning Adaptive Mixed-Mode Ventilation Policies via Adversarial Inverse Reinforcement Learning
Wei Liang, Adrian Chong
- Published: 01 Jul 2025, Last Modified: 11 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Reinforcement Learning with Transfer Learning for Cross-Context Building Design Optimization
Piragash Manmatharasan, Katarina Grolinger, Girma Bitsuamlak
- Published: 01 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Oral
- Readers: Everyone
The Potential for Building Emissions Reduction through Sporadic and Targeted Load Modulation
Utkarsha Agwan, Samuel Bobick, Srinath Rangan, Kameshwar Poolla, Costas Spanos
- Published: 01 Jul 2025, Last Modified: 11 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
HVAC-GRACE: Transferable Building Control via Heterogeneous Graph Neural Network Policies
Anaïs Berkes, Donna Vakalis, David Rolnick, Yoshua Bengio
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Thermal-SAM: Adversarial Prompt-Based Unsupervised Building Segmentation in Thermal Aerial Imagery – A Case Study in Turin
Shuai Niu, Hongshan Guo, Maria Ferrara, Sebastiano Anselmo
- Published: 01 Jul 2025, Last Modified: 10 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
InsightBuild: LLM-Powered Causal Reasoning in Smart Building Systems
Pinaki Prasad Guha Neogi, Ahmad Mohammadshirazi, Rajiv Ramnath
- Published: 01 Jul 2025, Last Modified: 10 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Physics-Informed Neural Networks (PINNs) for Building Thermal Dynamics: Benchmarking on ASHRAE RP-1312 and BOPTEST
Zichao Li
- Published: 01 Jul 2025, Last Modified: 09 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Safe PDE Boundary Control with Neural Operators
Hanjiang Hu, Changliu Liu
- Published: 01 Jul 2025, Last Modified: 09 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
BuildEvo: Designing Building Energy Consumption Forcasting Heuristics via LLM-driven Evolution
Subin Lin, Chuanbo Hua
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- CO-BUILD Poster
- Readers: Everyone
Scalable Attention-based Reinforcement Learning Method for Multi-asset Control
Seyed Soroush Karimi Madahi, Giuseppe Gabriele, Bert Claessens, Chris Develder
- Published: 01 Jul 2025, Last Modified: 28 Jul 2025
- CO-BUILD Oral
- Readers: Everyone
Physics-Informed RL for HVAC Controls: Imitation to Online Fine-Tuning
Ozan Baris Mulayim, Mario Berges, Kevin J. Kircher, Guannan Qu
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- CO-BUILD Poster
- Readers: Everyone