Artificial Intelligence · Computer Science
AgentNoiseBench: Benchmarking Robustness of Tool-Using LLM Agents Under Noisy Condition
Ruipeng Wang, Yuxin Chen, Yukai Wang, Chang Wu +8
2026-02-19
Robotics · Computer Science
Customizable Perturbation Synthesis for Robust SLAM Benchmarking
Xiaohao Xu, Tianyi Zhang, Sibo Wang, Xiang Li +5
2024-02-14
Computation and Language · Computer Science
Signal and Noise: A Framework for Reducing Uncertainty in Language Model Evaluation
David Heineman, Valentin Hofmann, Ian Magnusson, Yuling Gu +4
2025-08-19
Machine Learning · Computer Science
RobustNeuralNetworks.jl: a Package for Machine Learning and Data-Driven Control with Certified Robustness
Nicholas H. Barbara, Max Revay, Ruigang Wang, Jing Cheng +1
2025-10-01
Computation and Language · Computer Science
LLM NL2SQL Robustness: Surface Noise vs. Linguistic Variation in Traditional and Agentic Settings
Lifu Tu, Rongguang Wang, Tao Sheng, Sujjith Ravi +1
2026-03-19
Applications · Statistics
A statistical machine learning approach for benchmarking in the presence of complex contextual factors and peer groups
Daniel W. Kennedy, Jessica Cameron, Paul P. -Y. Wu, Kerrie Mengersen
2020-11-18
Computation and Language · Computer Science
A Novel Metric for Measuring the Robustness of Large Language Models in Non-adversarial Scenarios
Samuel Ackerman, Ella Rabinovich, Eitan Farchi, Ateret Anaby-Tavor
2024-11-05
Computation and Language · Computer Science
RoTBench: A Multi-Level Benchmark for Evaluating the Robustness of Large Language Models in Tool Learning
Junjie Ye, Yilong Wu, Songyang Gao, Caishuang Huang +6
2024-09-24
Artificial Intelligence · Computer Science
Navigating the Sea of LLM Evaluation: Investigating Bias in Toxicity Benchmarks
Regina Gugg, Selina Niederländer, Andreas Stöckl, Martin Flechl
2026-05-12
Machine Learning · Computer Science
Benchmarking Reinforcement Learning via Stochastic Converse Optimality: Generating Systems with Known Optimal Policies
Sinan Ibrahim, Grégoire Ouerdane, Hadi Salloum, Henni Ouerdane +2
2026-03-19
Systems and Control · Electrical Eng. & Systems
Robust Fault Estimators for Nonlinear Systems: An Ultra-Local Model Design
Farhad Ghanipoor, Carlos Murguia, Peyman Mohajerin Esfahani, Nathan van de Wouw
2024-06-11
Performance · Computer Science
A Continuous Benchmarking Infrastructure for High-Performance Computing Applications
Christoph Alt, Martin Lanser, Jonas Plewinski, Atin Janki +4
2024-06-12
Computation and Language · Computer Science
VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation
Kun Qian, Shunji Wan, Claudia Tang, Youzhi Wang +3
2024-06-27
Programming Languages · Computer Science
Julia: A Fast Dynamic Language for Technical Computing
Jeff Bezanson, Stefan Karpinski, Viral B. Shah, Alan Edelman
2012-09-25
Distributed, Parallel, and Cluster Computing · Computer Science
Toward a Principled Framework for Benchmarking Consistency
Muntasir Raihan Rahman, Wojciech Golab, Alvin AuYoung, Kimberly Keeton +1
2012-11-21
Quantum Physics · Physics
Consistency testing for robust phase estimation
Antonio E. Russo, William M. Kirby, Kenneth M. Rudinger, Andrew D. Baczewski +1
2021-04-21