Mario Bergés

Carnegie Mellon University — United States

Engineering · Physical Sciences

38h-index4.7kcitations227works2.22yr avg
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Research Topics

Building Energy and Comfort Optimization(63), Smart Grid Energy Management(59), Structural Health Monitoring Techniques(23), Energy Efficiency and Management(23), Ultrasonics and Acoustic Wave Propagation(20)

Publications227 total

Forging EMPIRE: A data-driven agent-based model for scenario-based generalizability in spatio-temporal human behavior modeling
Computers Environment and Urban Systems·2026Open Access
Bridging the Reality Gap in Digital Twins with Context-Aware, Physics-Guided Deep Learning
Journal of Computing in Civil Engineering·2026· 2 citedOpen Access
Evaluating Few-Shot Temporal Reasoning of LLMs for Human Activity Prediction in Smart Environments
arXiv (Cornell University)·2026Open Access
Evaluating Few-Shot Temporal Reasoning of LLMs for Human Activity Prediction in Smart Environments
arXiv (Cornell University)·2026Open Access
Digital Twin Technologies in Predictive Maintenance: Enabling Transferability via Sim-to-Real and Real-to-Sim Transfer
2025· 1 cited
A Markov Decision Process-Based Method to Generate Strategies for Automated Updating of Building Energy Models
2025
GNN-Based Predictive Modeling of Human Preferences in the Built Environment
2025
Ibex-RL: Interpretable and Scalable Control via Physics-Informed Reinforcement Learning
2025Open Access
Defining Social Capital and Social Infrastructure for Built Environment Design
2025Open Access
BuildingQA: A Benchmark for Natural Language Question Answering over Building Knowledge Graphs
2025Open Access
Street View Sociability: Interpretable Analysis of Urban Social Behavior Across 15 Cities
2025Open Access
Transformer-Based Indirect Structural Health Monitoring of Rail Infrastructure with Attention-Driven Detection and Localization of Transient Defects
arXiv (Cornell University)·2025Open Access
Comparative Field Deployment of Reinforcement Learning and Model Predictive Control for Residential HVAC
arXiv (Cornell University)·2025Open Access
Transformer-Based Indirect Structural Health Monitoring of Rail Infrastructure with Attention-Driven Detection and Localization of Transient Defects
2025Open Access
Comparative Evaluation of Neural Network Architectures for Generalizable Human Spatial Preference Prediction in Unseen Built Environments
2025· 1 citedOpen Access
Semantic Technologies in Practical Demand Response: An Informational Requirement-based Roadmap
arXiv (Cornell University)·2025Open Access
Street View Sociability: Interpretable Analysis of Urban Social Behavior Across 15 Cities
arXiv (Cornell University)·2025Open Access
Uncertainty quantification of building energy use using a probabilistic spatiotemporal model of urban temperature
Energy and Buildings·2025· 2 citedOpen Access
On the Impact of Simulated Occupancy Behavior Assumptions on Reinforcement Learning for HVAC Controls
2025Open Access
Can Time-Series Foundation Models Perform Building Energy Management Tasks?
arXiv (Cornell University)·2025Open Access
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Frequent Co-authors

Lúcio Soibelman(10), Jingkun Gao(8), Emre Can Kara(6), James H. Garrett(6), Suman Giri(5), Ethan Goldman(5), H. Scott Matthews(5), Hae Young Noh(5), Bingqing Chen(4), Anthony Rowe(4), Joern Ploennigs(3), Leen De Baets(3), Tom Dhaene(3), Chris Develder(3), Dirk Deschrijver(3), Burcu Akinci(3), Burçin Becerik-Gerber(3), Farrokh Jazizadeh(3), John E. Taylor(3), Bharathan Balaji(2)