Synthetic Benchmark

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1 paper in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. TRACE: Tackling Real-World Resource Assignment Problems via Agentic Heuristic Design

    Oct 1, 2026Jose A. Ayala-Romero, Andres Garcia-Saavedra, Xavier Costa-PerezAutomated Heuristic DesignRepair-Assignment Problem

    NEC Laboratories Europe · i2CAT Foundation and ICREA

  2. VideoPhysEdit: Physical Counterfactual Video Editing via Rigid-Body Physical Scene Reconstruction

    Sep 28, 2026Conghan Yue, Yuanjie Chen, Yue Han +4Video EditingScene Understanding

    Institute of Trustworthy Embodied AI, Fudan University

  3. SymbolicArena: A Unified Infrastructure for Benchmark Distillation and Dynamic Evaluation in Symbolic Regression

    Sep 28, 2026Ziwen Zhang, Xiju Wu, Yuheng Jing +9Symbolic RegressionSynthetic Benchmark

    School of Artificial Intelligence, University of Chinese Academy of Sciences · C2DL, Institute of Automation, Chinese Academy of Sciences · Nanjing University of Science and Technology +1

  4. Test-Time Scaling via Budgeted Multi-Attribute Verification

    Sep 28, 2026Bo Xue, Ji Cheng, Shen-Huan Lyu +2Token Budget AllocationLarge Language Model Responses

    City University of Hong Kong · Hohai University · Zhejiang University

  5. CausalArena: Benchmarking Causal Discovery in the Foundation Model Era

    Sep 10, 2026Zi-Rong Li, Si-Yang Liu, Tian-Zuo Wang +1Causal Discovery MethodsCausal

    School of Artificial Intelligence, Nanjing University

  6. Improving the Realism of Synthetic Clinical Benchmarks Under Utility Constraints

    Aug 6, 2026Omid Bazgir, Md Nasir, Jacob Hoffman +6Synthetic BenchmarkSimulated Patients

    Oracle Health and Life Sciences United States

  7. Library Reachability in LSR-Synth: How Anti-Memorization Design Changes the Measurement of Symbolic Discovery

    Jul 30, 2026Zhan'ao Yao, Liang Yin, Zhihao Gao +9Scientific DiscoverySynthetic Benchmark

    State Key Laboratory of High Performance Ceramics, Shanghai Institute of Ceramics, Chinese Academy of Sciences, 1295 Dingxi Road, Shanghai 200050, China · Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing 100049, China · School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences, Beijing, China +4

  8. Inverse Learning of Latent Risk-Neutral Densities from Irregular Option Quotes

    Jul 29, 2026Lennon J. Shikhman, Michael Galarnyk, Aadi Dash +1Mathematical FinanceInductive Bias

    School of Computer Science Georgia Institute of Technology USA

  9. DoTime: A Synthetic Benchmark Generator for Interventional and Counterfactual Time Series

    Jul 29, 2026Dennis Thumm, Billy Tim Anthony, Ying ChenCausal InferencesSynthetic Benchmark

    National University of Singapore, Singapore, Singapore

  10. SFGA: A Statistics-First Gating Architecture with Adjudicative Escalation for Trustworthy SFT Data Procurement

    Jul 21, 2026Arther Tian, Alex Ding, Simon Wu +1GatingAlignment-Aware Selection

    DGrid AI

  11. Scaling Time Series Classification via XAI-Driven Data Reduction

    Jul 17, 2026Davide Italo Serramazza, Thach Le Nguyen, Georgiana IfrimTime-Series ClassificationTime Series

    School of Computer Science, University College Dublin, Ireland

  12. Operator-Informed Gaussian Processes for Complex Helmholtz Wavefields: From Synthetic Benchmarks to In Vivo Brain Elastography

    Jul 15, 2026Boyuan Deng, Kshitiz Upadhyay, Michael ShieldsComplex WavefieldBayesian Inverse Problems

    Department of Civil and Systems Engineering, Johns Hopkins University · Department of Aerospace Engineering and Mechanics, University of Minnesota

  13. MMAO-Dyn: A Metabolic Multi-Agent Optimizer for Dynamic Optimization

    Jul 1, 2026Jinliang Xu, Liping MaMetabolicSynthetic Benchmark

    Jinliang Xu is an independent researcher in Beijing, China · Liping Ma is with the Department of Disease Control and Prevention, The Seventh Medical Center of Chinese PLA General Hospital, Beijing, China

  14. EchoHawk: A Reproducible Acoustic Pipeline for Drone Detection, Classification, and Direction-Finding, with a Cautionary Study of Session-Level Data Leakage

    Jun 28, 2026David ShulmanDrone DetectionPassive Acoustic Monitoring

  15. Evolutional Math: Cross-Validated Island-Model Genetic Programming for Interpretable Symbolic Regression on Small, Wide Datasets

    Jun 20, 2026Artem AndrianovSymbolic RegressionGenetic Algorithms

    Cyntegrity Germany GmbH, Hofheim am Taunus, Germany · Independent Researcher, Muensterer Str. 49, 65719 Hofheim am Taunus, Germany

  16. Domain-Validity-Gated Metamorphic Testing of Scientific ML Surrogates

    Jun 16, 2026Meng Li, Xiaohua Yang, Jie Liu +1Machine Learning SurrogatesValidation

    School of Computing, University of South China, Hengyang, China · Hunan Engineering Research Center of Software Evaluation and Testing for Intellectual Equipment, Hengyang, China · CNNC Key Laboratory on High Trusted Computing, Hengyang, China

  17. Qualified Educational Capacity Planning under Heterogeneous Student Support Needs: A Synthetic Benchmark and Decision-Support Framework

    Jun 15, 2026Carlos Eduardo Sanoja, Oscar Enrique Moreno MayzCapacityCompetence

    Professor, FCEA, Universidad Monte´avila Edificio Lomas del Sol, Calle Humboldt, Lomas del Sol, Caracas, Venezuela · Quanta Labs, LLC

  18. HawkesNest: A Multi-Axis Synthetic Benchmark for Spatiotemporal Pattern Complexity

    Jun 15, 2026Yahya Aalaila, Sumantrak Mukherjee, Gerrit Großmann +1Determinantal Point ProcessSpatiotemporal

    German Research Center for Artificial Intelligence (DFKI), Data Science and its Applications Research Group, Kaiserslautern, Germany

  19. CODA-BENCH: Can Code Agents Handle Data-Intensive Tasks?

    Jun 13, 2026Yuxin Zhang, Ju Fan, Meihao Fan +2Data Science AgentsSynthetic Benchmark

    Renmin University of China

  20. Synthetic Benchmarks Overstate Forward-Forward Scaling: Real-Data Limits of Layer-Local Training

    Jun 4, 2026Yucheng ChenForward PropagationSingular Learning Theory

    Amplimit Toronto, ON, Canada

  21. Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models

    Jun 3, 2026Julian Skirzynski, Harry Cheon, Shreyas Kadekodi +2Concept Bottleneck ModelsSynthetic Benchmark

    University of California, San Diego

  22. FinStressTS: A Parametric Synthetic Benchmark for Time-Series Forecasting in Finance

    Jun 2, 2026Jiaze Sun, Kelvin J. L. Koa, Ruiyang Ni +3Time Series ForecastingFinance Benchmarks

    National University of Singapore Singapore · National University of Singapore Asian Institute of Digital Finance Singapore · Nanyang Technological University Singapore

  23. Machine Learning for Coding Retail Product Names to Consumer-Price Categories: A Rule-plus-Bag-of-Words Pipeline with Reliability-Weighted Human-in-the-Loop Labeling

    Jun 1, 2026Vladimir BeskorovainyiConsumptionHuman Annotators

    Besk Tech · Moscow Institute of Physics and Technology (MIPT)

  24. Test Time Training for Supervised Causal Learning

    May 28, 2026Zizhen Deng, Jiaru Zhang, Rui Ding +5Causal Discovery MethodsTest-Time Training

    Peking University · The work was done during his internship at Microsoft. · Shanghai Jiao Tong University +2

  25. A Controlled Synthetic Benchmark for Educational Aspect-Based Sentiment Analysis

    May 25, 2026Yehudit Aperstein, Alexander ApartsinSentimentPedagogical Frameworks

    Intelligent Systems, Afeka Academic College of Engineering, Tel Aviv, Israel · School of Computer Science, Faculty of Sciences, Holon Institute of Technology, Holon, Israel

  26. SynAE: A Framework for Measuring the Quality of Synthetic Data for Tool-Calling Agent Evaluations

    May 21, 2026Shuaiqi Wang, Aadyaa Maddi, Zinan Lin +1Synthetic DataSynthetic Benchmark

    Carnegie Mellon University · Microsoft Research

  27. Divergence-Suppressing Couplings for Rectified Flow

    May 18, 2026Yimeng Min, Carla P. GomesRectified FlowEntanglement

    Department of Computer Science Cornell University Ithaca, NY 14850

  28. ShapeCodeBench: A Renewable Benchmark for Perception-to-Program Reconstruction of Synthetic Shape Scenes

    May 12, 2026Shivam KumarSynthetic BenchmarkMulti-Image Editing Benchmarks

    Independent Researcher

  29. Prediction Bottlenecks Don't Discover Causal Structure (But Here's What They Actually Do)

    May 9, 2026Ankit Hemant Lade, Sai Krishna Jasti, Indar Kumar +1Causal ModelingSynthetic Benchmark

  30. Target-Aware Data Augmentation for SAT Prediction

    May 7, 2026Eshed Gal, Uri Ascher, Eldad HaberSatisfiabilityNp-Hard

    Department of Computer Science The University of British Columbia Vancouver, Canada · Department of Earth, Ocean and Atmospheric Sciences The University of British Columbia Vancouver, Canada

  31. Joint Treatment Effect Estimation from Incomplete Healthcare Data: Temporal Causal Normalizing Flows with LLM-driven Evolutionary MNAR Imputation

    May 6, 2026Olivia Jullian Parra, Sara Zoccheddu, David Catalan Cerezo +7Heterogeneous Treatment EffectsCausal Inferences

    Department of Mathematical Modeling and Machine Learning University of Zürich Winterthurerstrasse 190, Zürich 8057 · Department of Mathematics ETH Zürich Rämistrasse 101, Zürich 8092 · Epidemiology, Biostatistics & Prevention Institute (EBPI), University of Zürich Hirschengraben 84, Zürich 8001 +2

  32. Exploring Spatial Intelligence from a Generative Perspective

    Apr 22, 2026Muzhi Zhu, Shunyao Jiang, Huanyi Zheng +9Stable Spatial UnderstandingMultimodal Large Language Models

    Zhejiang University, State Key Laboratory of CAD & CG · Ant Group · Zhejiang University of Technology +1

  33. How Non-Linguistic Is the Indus Sign System? A Synthetic-Baseline Scorecard

    Apr 20, 2026Ashish NairIndian LanguagesLinguistics

    Independent Researcher

  34. SynthSAEBench: Evaluating Sparse Autoencoders on Scalable Realistic Synthetic Data

    Feb 16, 2026David Chanin, Adrià Garriga-AlonsoSparse Autoencoder FeaturesImproving Sparse Autoencoders

    University College London · 2MATS · 3Decode Research

  35. Defining Operational Conditions for Safety-Critical AI-Based Systems from Data

    Jan 29, 2026Johann Maximilian Christensen, Elena Hoemann, Frank Köster +1Safety-Critical ScenariosAi-Based

    Institute for AI Safety and Security · German Aerospace Center (DLR) · Sankt Augustin, Germany

  36. SpaRRTa: A Synthetic Benchmark for Evaluating Spatial Intelligence in Visual Foundation Models

    Jan 16, 2026Turhan Can Kargin, Wojciech Jasiński, Adam Pardyl +2Spatial ReasoningStable Spatial Understanding

    Faculty of Mathematics and Computer Science, Jagiellonian University, Kraków, Poland. · Doctoral School of Exact and Natural Sciences, Jagiellonian University, Kraków, Poland. · AGH University of Krakow, Kraków, Poland. +3