Distributional Fidelity

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8 papers in the last four weeks, up 167% on the four weeks before. 0.1% of all new papers.

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  1. Complementary Feature Domains: Information Preservation Does Not Imply Predictive-Contribution Preservation

    Oct 6, 2026Timothy Oladunni, Farouk Ganiyu-AdewumiDomain InvarianceComplementarity

    Department of Computer Science, Morgan State University Baltimore, Maryland, USA

  2. Sharp Integrality Gaps in Calibration Distance

    Oct 5, 2026Zinan Wang, Xinhao YangCalibrated UncertaintyRecalibration

    University of Manchester · University of Southern California

  3. One pool, many targets: a conservation layer and what archival data can identify

    Sep 30, 2026Zahra Khodagholi, Niloofar YousefiFeature AlignmentDistributional Fidelity

    Department of Industrial Engineering University of Central Florida

  4. Beyond Uniform Compression: Budgeted Transmission Allocation for Extreme Federated Learning

    Sep 30, 2026Pengfei Li, Mohammad KhalilFederated LearningPower Allocation

    Centre for the Science of Learning & Technology (SLATE), University of Bergen, Bergen, Norway

  5. Counterfactual Probing for Parallel Unmasking with Hidden Forest Structure

    Sep 29, 2026Ryotaro Kawata, Satoshi Hayakawa, Taiji SuzukiDistributional Fidelity

    The University of Tokyo · RIKEN AIP

  6. A Sharp Transition in Data Reconstruction under Differential Privacy

    Sep 29, 2026Max Cairney-Leeming, Simone Bombari, Marco MondelliGradient-Based AttacksDistributional Fidelity

    Institute of Science and Technology Austria

  7. Geometry-Adaptive Mechanisms for Private Synthetic Data

    Sep 27, 2026Raoof Zare Moayedi, Amir R. Asadi, Mohammad Hossein Yassaee +1Synthetic DataWasserstein Distance

    Sharif University of Technology · University of Birmingham · The Alan Turing Institute

  8. Cultural Divergence Preservation: Diagnosing Flattening and Caricature in LLM-Simulated Survey Populations

    Sep 24, 2026Yeeun Chae, Yewon Choi, Seunghyun Lee +1Large Language Model EvaluationSurvey

    Yonsei University · NAVER · Seoul National University Hospital

  9. Efficient Fairness Auditing Across Guidance Scales in Text-to-Image Diffusion Models via Causal Abstraction

    Sep 8, 2026Nabila Tasfiha Rahman, Rajatsubhra Chakraborty, Depeng Xu +1Fairness AuditsText-To-Image Diffusion Models

    University of Arkansas Fayetteville, AR, USA · University of North Carolina at Charlotte Charlotte, NC, USA

  10. From Explicit References to Scene Manifolds: Distributional Fidelity and Realism for Radiance Field Quality Assessment

    Sep 7, 2026Saeed Mahmoudpour, Gi-Mun Um, Hyon-Gon Choo +1Novel View SynthesisScene Reconstruction

    Vrije Universiteit Brussel, Department of Electronics and Informatics, Belgium · imec, Kapeldreef 75, B-3001 Leuven, Belgium · Electronics and Telecommunications Research Institute (ETRI), Republic of Korea

  11. On the Reliability of Generative Augmentation: A Wasserstein-Based Theoretical and Empirical Study

    Sep 1, 2026Chathurika S Abeykoon, Mathias Nthiani Muia, Mallory GoldsteinAugmentationData Augmentation

  12. Fidelity-Constrained Anchoring for Black-Box Denoisers

    Aug 13, 2026Masaki SatohIterative Denoising MethodsGaussian Noise

    Morpho, Inc. Tokyo, Japan

  13. Epiplexity Guided Data Selection and Generation for Out-of-Distribution Generalization

    Aug 12, 2026Ellen Su, Andres Potapczynski, Shikai Qiu +2Alignment-Aware SelectionOut-Of-Distribution

    New York University · Inherent

  14. CurveFP: Co-Designing Numerical Representation and Product Arithmetic for Language Models

    Aug 8, 2026Ye QiaoFull-Precision PerformanceTask Arithmetic

    Department of Electrical Engineering and Computer Science University of California, Irvine Irvine, CA, USA

  15. FUSE: Feature-Wise Unified Specialization with Cross-Column Exchange for Mixed-Type Tabular Flow Matching

    Aug 7, 2026Suman Cha, Seongchan Lee, Dohyun Ko +1Conditional Flow MatchingMixture Models

    Department of Statistics and Data Science, Yonsei University · Department of Mathematical Sciences, KAIST

  16. Agogic: Performance-Timed Music Tokens for LLM-Native Text-to-Symbolic-Music Generation

    Aug 4, 2026Junhao Chen, Mingjin Chen, Jingjia Mao +12Text-To-MusicAudio Tokenizers

    Tsinghua University · The Hong Kong Polytechnic University · Beijing Technology and Business University +7

  17. FairDiffuseVQVAE: Sampling-Time Fairness in Tabular Diffusion via Conditional Refinement of Vector-Quantized Latents

    Jul 31, 2026Nitish Nagesh, Mahdi Bagheri, Amir M. RahmaniSynthetic Tabular DataAlgorithmic Fairness

    University of California, Irvine

  18. Field Codes for Distributed Coupling Samplers and Certified Empirical Transport

    Jul 29, 2026Hung Mai, Hai Nguyen, Luong Doan +4Optimal Transport ApproachAccelerated Sampling

    1B0Labs, N2TP Technology · 3Nanyang Technological University · 4Phenikaa University, Vietnam

  19. Fixed-Protocol Amortized MPS Tomography with Conformalized Predictive Uncertainty

    Jul 13, 2026Jian Xu, Delu Zeng, John Paisley +1QubitDistributional Fidelity

    1RIKEN iTHEMS · 2RIKEN AIP · 3South China University of Technology +1

  20. Diachronic Sample Integration: Robust Tail-Risk Estimation with Generative Models

    Jul 12, 2026Shuning Zhao, Patrick Wong, Leran Zhang +1Long-Tailed DistributionGenerative Models

    Department of Computer Science and Technology, BNRist, Tsinghua University, China · Department of Econometrics and Business Statistics, Monash Business School, Monash University, Australia · School of Mathematics and Statistics, University of Melbourne, Australia

  21. Workload-Preserving Differentially Private Synthetic Data for Causal Inference via Maximum-Entropy Calibration

    Jul 9, 2026Amir Asiaee, Kaveh AryanCausal InferencesSynthetic Data

    Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee, USA · Department of Informatics, King’s College London, London, UK

  22. Functional Bilevel Optimization for Predictive Fairness

    Jul 6, 2026Ieva Petrulionyte, Julien Mairal, Michael ArbelAlgorithmic FairnessBilevel Optimization

    Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK, 38000 Grenoble, France

  23. Boundary condition fidelity for bottom-hole pressure and CO2 plume prediction in geological carbon storage

    Jun 25, 2026Romal Ramadhan, Seyyed A. Hosseini, Larry W. LakeDrilling DataReservoir

    Department of Earth and Planetary Sciences, Jackson School of Geosciences, The University of Texas at Austin, Austin, TX 78712, USA · Bureau of Economic Geology, The University of Texas at Austin, 10611 Exploration Way, Austin, TX 78758, USA · Hildebrand Department of Petroleum and Geosystems Engineering, The University of Texas at Austin, Austin, TX 78712, USA

  24. Understanding Latent Flow Models for Tabular Data Synthesis: Targets, Paths, and Sampling

    Jun 18, 2026Bahrul Ilmi NasutionSynthetic Tabular DataLatent Flow

    Department of Social Statistics, The University of Manchester, UK

  25. Posterior Twins: Distributional Behavioral Simulation for Enterprise Decisions

    Jun 15, 2026Ankit DasTwinsBehavioral Foundation Models

    Twinning Labs · Twinning Labs, Inc.

  26. Causal-Privacy Audit Workflow for Synthetic and Distilled Data in Dropout Support

    Jun 14, 2026Hanghang Zheng, Xiwei Zhuang, Zhong Wang +4Distributional FidelityCausal Inferences

    Central University of Finance and Economics, Beijing, PR China · China Development Bank, Beijing, PR China

  27. Fixed-Parameter Tractability of Private Synthetic Data Generation

    Jun 9, 2026Badih Ghazi, Cristóbal Guzmán, Pritish Kamath +3Synthetic DataDistributional Fidelity

    Google Deepmind · Institute for Mathematical and Computational Engineering, Faculty of Mathematics and School of Engineering, Pontificia Universidad Cat´olica de Chile · Google Research

  28. Synthetic but Not Realistic: The Evaluation Challenge in Generative Modelling for Structured Electronic Medical Records

    Jun 8, 2026Nicholas I-Hsien Kuo, Blanca Gallego, Louisa JormElectronic Health RecordsDistributional Fidelity

    Centre for Big Data Research in Health, the University of New South Wales, Sydney, Australia

  29. Declarative Outcome-Conformant Synthesis: Exact, Closed-Form Specification Satisfaction and a Conformance Benchmark

    Jun 7, 2026Muhammed RasinSynthetic Tabular DataSynthesis

    Independent Researcher

  30. Geometry-Aware Dataset Condensation for Diffusion Model Training

    Jun 4, 2026Xiao Cui, Yulei Qin, Mo Zhu +3Diffusion ModelsDistributional Fidelity

    University of Science and Technology of China · Independent Researcher · Zhejiang University +1

  31. CityTrajBench: A Unified Benchmark for City-Scale Vehicle Trajectory Generation

    Jun 1, 2026Shibo Zhu, Xiaodan Shi, Dayin Chen +4Urban MobilityStudent-Generated Trajectories

    Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong SAR, China · Eastern Institute for Advanced Study, Eastern Institute of Technology, Ningbo, China · International Centre of Urban Energy Nexus, The Hong Kong Polytechnic University, Hong Kong SAR, China +5

  32. Generate in Reconstruction Space, Match in Semantic Space: Transport Geometry for One-Step Generation

    May 30, 2026Hugues Van Assel, Edward De Brouwer, Saeed Saremi +2Generative ModelsFew-Step Generation

    Genentech

  33. The Economics of Model Collapse: Equilibrium, Welfare, and Optimal Provenance Subsidies in Synthetic Data Markets

    May 19, 2026Gustav Olaf Yunus Laitinen-Fredriksson Lundström-ImanovSynthetic DataDistributional Fidelity

    Department of Economics Stockholm University Stockholm, Sweden

  34. Jacobian-Guided Anisotropic Noise Reshaping for Enhancing Representation Utility under Local Differential Privacy

    May 16, 2026Youngmok Ha, Viktor Schlegel, Yidan Sun +1SubspaceDistributional Fidelity

    Department of Bioengineering, Imperial College London, United Kingdom · Artificial Intelligence Computing Research Laboratory, Electronics and Telecommunications Research Institute (ETRI), Daejeon, Republic of Korea · Imperial Global Singapore, Imperial College London, Singapore +1

  35. Marginal Alignment Does Not Guarantee Joint-Distribution Fidelity: An Official-Reference Audit of Nemotron-Personas-Korea with Cross-Locale Replication

    May 15, 2026Joonhyung BaeDemographicsPersona Consistency

    Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea

  36. Dimension-Level Intent Fidelity Evaluation for Large Language Models: Evidence from Structured Prompt Ablation

    May 14, 2026GAng PengLarge Language Model EvaluationAblation

    Huizhou Lateni AI Technology Co., Ltd., Huizhou, China · Huizhou University, Huizhou, China

  37. Identified-Set Geometry of Distributional Model Extraction under Top-KK Censored API Access

    May 11, 2026Wenhua Nie, ZiCheng Zhu, Jianan Wu +3Top-KDistributional Fidelity

    National Taiwan University

  38. Active Tabular Augmentation via Policy-Guided Diffusion Inpainting

    May 11, 2026Zheyu Zhang, Shuo Yang, Bardh Prenkaj +1AugmentationGenerative Architectures

    Technical University of Munich · Munich Center for Machine Learning (MCML)

  39. ADKO: Agentic Decentralized Knowledge Optimization

    May 8, 2026Lucas Nerone Rillo, Zhanhong Jiang, Nastaran Saadati +4Agentic OptimizationBlack-Box Optimization

    Iowa State University · New York University

  40. TRACE: Transport Alignment Conformal Prediction via Diffusion and Flow Matching Models

    May 8, 2026Zhenhan Fang, Aixin Tan, Jian HuangOnline Conformal PredictionNonconformity Scores

    Department of Statistics and Actuarial Science University of Iowa Iowa, IA 52242, USA · Departments of Data Science and AI, and Applied Mathematics The Hong Kong Polytechnic University Hong Kong, China

  41. Decentralized Conformal Novelty Detection via Quantized Model Exchange

    May 7, 2026Kyle Loh, Yu XiangFalse Discovery RateDistributional Fidelity

    Department of Mathematics and Statistics · Florida Atlantic University · Boca Raton, Florida

  42. The First Controllable Bokeh Rendering Challenge at NTIRE 2026

    May 6, 2026Tim Seizinger, Florin-Alexandru Vasluianu, Jeffrey Chen +23ChallengesDistributional Fidelity

    NTIRE 2026 challenge organizers

  43. Stable GFlowNets with Probabilistic Guarantees

    May 3, 2026Zengxiang Lei, Ananth Shreekumar, Jonathan Rosenthal +6Generative Flow NetworksDistributional Fidelity

    Lyles School of Civil and Construction Engineering, Purdue University, IN, USA · Department of Computer Science, Purdue University, IN, USA · Computer Science and Engineering, University of California, Santa Cruz, USA

  44. Learning to Emulate Chaos: Adversarial Optimal Transport Regularization

    Apr 22, 2026Gabriel Melo, Leonardo Santiago, Peter Y. LuEmulatorsChaos

    LTCI, Télécom Paris, Institut Polytechnique de Paris, Palaiseau · Department of Mechanical and Aerospace Engineering, North Carolina State University, Raleigh, NC · University of Campinas +1

  45. Synthetic Data in Education: Empirical Insights from Traditional Resampling and Deep Generative Models

    Apr 22, 2026Tapiwa Amion Chinodakufa, Ashfaq Ali Shafin, Khandaker Mamun AhmedSynthetic DataDistributional Fidelity

    The Beacom College of Computer & Cyber Sciences, Dakota State University · Knight Foundation School of Computing & Information Sciences, Florida International University

  46. Tight Auditing of Differential Privacy in MST and AIM

    Apr 20, 2026Georgi Ganev, Meenatchi Sundaram Muthu Selva Annamalai, Bogdan KulynychStandard Differential-PrivacyPrivacy

    1UCL · 2SAS · 3Lausanne University Hospital

  47. SOCIA-EVO: Automated Simulator Construction via Dual-Anchored Bi-Level Optimization

    Apr 19, 2026Yuncheng Hua, Sion Weatherhead, Mehdi Jafari +2AlphaevolveSimulation-Based Reinforcement Learning

    School of Computer Science and Engineering, University of New South Wales, Australia

  48. A Discrepancy-Based Perspective on Dataset Condensation

    Sep 12, 2025Tong Chen, Raghavendra SelvanDiffusion-Based Dataset DistillationDistributional Fidelity

    Department of Computer Science, University of Copenhagen, Denmark

  49. Robustness and Structure Preservation in Flow-Based Generative Models via Wasserstein Path-Space Divergences

    Oct 2, 2024Ziyu Chen, Markos A. Katsoulakis, Benjamin J. ZhangWasserstein DistanceGenerative Flow Networks

    Department of Mathematics and School of Data and Information Sciences, University of North Carolina at Chapel Hill · Department of Mathematics and Statistics, University of Massachusetts Amherst · Department of Mathematics, Rutgers University–New Brunswick

  50. Causality for Tabular Data Synthesis: A High-Order Structure Causal Benchmark Framework

    Jun 12, 2024Zineb Senane, Axel Karlsson, Lele Cao +6Synthetic Tabular DataCausal Modeling

    KTH Royal Institute of Technology · Stockholm, Sweden · King AI Labs, Microsoft +2

  51. PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation

    Feb 6, 2024Pablo Lemos, Sammy Sharief, Esmeralda S. Whitammer +4Generative ModelsDistributional Fidelity

    1Mila – Québec Artificial Intelligence Institute · 2Ciela Institute · 3Université de Montréal +3