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NeurIPS 2026New YorkCarnegie MellonSyracuseColumbiaGoogleDeep RL

The Smart Buildings Control Suite: A Diverse Open Source Benchmark to Evaluate and Scale HVAC Control Policies for Sustainability

The Smart Buildings Control Suite is an open-source HVAC benchmark using multi-year data from 11 buildings and scalable simulators to test control policies across diverse climates and structures.

Judah Goldfeder, Victoria Dean, Zixin Jiang, Xuezheng Wang and 3 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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11/20 AI panelreviewers recommend it

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AI panel: 11 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 1/5
72%Highly rated
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NeurIPS 2026Indian Institute of ScienceDelft University of TechnologyIndian Institute of Technology, SyracuseFederated learning

Federated Learning by Utility-Constrained Stochastic Aggregation for Improving Rational Participation

FedUCA treats servers as participation optimizers to sustain rational clients, achieving higher retention and better global models than standard aggregation.

Yashwanth Mandula, Arunabh Singh, Ashok Nayak, Saikiran Bulusu and 1 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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8/20 AI panelreviewers recommend it

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AI panel: 8 of 20 reviewers recommend it
lenient 5/5
medium 3/10
strict 0/5