NeurIPS 2026 Evaluations & Datasets FAQ
NeurIPS 2026 Evaluations & Datasets FAQ This FAQ will be continually updated. Please bookmark this page and review it before submitting any questions. Note: Authors …
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ProMAS: Proactive Error Forecasting for Multi-Agent Systems Using Markov Transition Dynamics
arXiv:2603.20260v1 Announce Type: new Abstract: The integration of Large Language Models into Multi-Agent Systems (MAS) has enabled the so-lution of complex, long-horizon tasks through collaborative …
Xinkui Zhao, Sai Liu, Yifan Zhang, Qingyu Ma, Guanjie Cheng, Naibo Wang, Chang Liu
28 views
Efficient Counterfactual Reasoning in ProbLog via Single World Intervention Programs
arXiv:2603.20505v1 Announce Type: new Abstract: Probabilistic Logic Programming (PLP) languages, like ProbLog, naturally support reasoning under uncertainty, while maintaining a declarative and interpretable framework. Meanwhile, …
Saimun Habib, Vaishak Belle, Fengxiang He
28 views
Introducing the Evaluations & Datasets Track at NeurIPS 2026
March 23 2026 Introducing the Evaluations & Datasets Track at NeurIPS 2026 Communication Chairs 2026 2026 Conference We are excited to announce that the Datasets …
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Refining the Review Cycle: NeurIPS 2026 Area Chair Pilot
March 23 2026 Refining the Review Cycle: NeurIPS 2026 Area Chair Pilot Communication Chairs 2026 2026 Conference As NeurIPS continues to grow, we recognize that …
293 views
Revisiting Tree Search for LLMs: Gumbel and Sequential Halving for Budget-Scalable Reasoning
arXiv:2603.21162v1 Announce Type: new Abstract: Neural tree search is a powerful decision-making algorithm widely used in complex domains such as game playing and model-based reinforcement …
Leonid Ugadiarov, Yuri Kuratov, Aleksandr Panov, Alexey Skrynnik
37 views
RedacBench: Can AI Erase Your Secrets?
arXiv:2603.20208v1 Announce Type: new Abstract: Modern language models can readily extract sensitive information from unstructured text, making redaction -- the selective removal of such information …
Hyunjun Jeon, Kyuyoung Kim, Jinwoo Shin
123 views
gUFO: A Gentle Foundational Ontology for Semantic Web Knowledge Graphs
arXiv:2603.20948v1 Announce Type: new Abstract: gUFO is a lightweight implementation of the Unified Foundational Ontology (UFO) suitable for Semantic Web OWL 2 DL applications. UFO …
Jo\~ao Paulo A. Almeida, Giancarlo Guizzardi, Tiago Prince Sales, Claudenir M. Fonseca
76 views
Compression is all you need: Modeling Mathematics
arXiv:2603.20396v1 Announce Type: new Abstract: Human mathematics (HM), the mathematics humans discover and value, is a vanishingly small subset of formal mathematics (FM), the totality …
Vitaly Aksenov, Eve Bodnia, Michael H. Freedman, Michael Mulligan
42 views
Expected Reward Prediction, with Applications to Model Routing
arXiv:2603.20217v1 Announce Type: new Abstract: Reward models are a standard tool to score responses from LLMs. Reward models are built to rank responses to a …
Kenan Hasanaliyev, Silas Alberti, Jenny Hamer, Dheeraj Rajagopal, Kevin Robinson, Jasper Snoek, Victor Veitch, Alexander Nicholas D'Amour
33 views
Multi-RF Fusion with Multi-GNN Blending for Molecular Property Prediction
arXiv:2603.20724v1 Announce Type: new Abstract: Multi-RF Fusion achieves a test ROC-AUC of 0.8476 +/- 0.0002 on ogbg-molhiv (10 seeds), placing #1 on the OGB leaderboard …
Zacharie Bugaud
48 views
ConsRoute:Consistency-Aware Adaptive Query Routing for Cloud-Edge-Device Large Language Models
arXiv:2603.21237v1 Announce Type: new Abstract: Large language models (LLMs) deliver impressive capabilities but incur substantial inference latency and cost, which hinders their deployment in latency-sensitive …
Haoyu Qiao, Hao Zhang, Shanwen Mao, Siyao Cheng, Jie Liu
49 views