Separation

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10 papers in the last four weeks, up 67% on the four weeks before. 0.1% of all new papers.

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  1. Robust Detection of LLM-Generated Text under Contamination

    Sep 24, 2026Jiaxun Li, Saptarshi Chakraborty, Ambuj TewariMachine-Generated Text DetectionText Analysis and Detection

    Department of Statistics, University of Michigan

  2. Spot, Separate, and Enhance: Fully Generative Approach for Audio Mixing

    Sep 24, 2026Ilpo Viertola, Giulio Cengarle, Gouthaman KV +2Audio UnderstandingMix

    Dolby Laboratories · Tampere University

  3. On a Separate Note: Robust Score-Informed Note Separation with a Two-Stream TFC-TDF U-Net and Adaptive Set Ownership

    Sep 24, 2026Benjamin Shiue-Hal Chou, Purvish Jajal, Nicholas John Eliopoulos +5Speech SeparationSeparation

    Purdue University · Loyola University Chicago · University of Michigan

  4. Statistical Models for Automatic Fingering-Annotated Piano Sheet Music Transcription

    Sep 23, 2026Daniel Penner, Abram HindleMulti-Instrument Music TranscriptionInstrument

    Department of Computing Science, University of Alberta, Edmonton, Alberta, Canada

  5. A Stem-Agnostic Approach to Hybrid AI Music Detection

    Sep 22, 2026Richa Namballa, François Rigaud, Romain HennequinGenerative MusicSpeech Separation

    Music and Audio Research Laboratory, New York University, USA · Deezer Research, Paris, France · Deezer Research

  6. Density-Ratio Rescoring for Imbalanced Classification Using Raking Duals and Classifier Scores

    Sep 20, 2026Dongha Kim, Seunghwan ParkImbalanced ClassificationRarity

    School of Mathematics, Statistics and Data Science, Sungshin Women’s University, 2, Bomun-ro 34da-gil, Seongbuk-gu, Seoul, 02844, Republic of Korea · Department of Information Statistics, Kangwon National University, 1, Kangwondaehak-gil, Chuncheon-si, Gangwon-do, 24341, Republic of Korea

  7. Sharp margin-based generalization bounds for realizable SVM

    Sep 15, 2026Steve Hanneke, Aryeh KontorovichSupport Vector MachinesGeneralization Bounds

  8. Real-Time Music Source Separation on a Low-Power Audio DSP

    Sep 14, 2026Jianan Li, Li Liu, Ken Malsky +1Speech SeparationNeural Audio

    Analog Devices, Inc., Norwood, MA, USA

  9. Neural Multichannel Distant Speaker Diarization with Heavy-tailed Source Separation Model

    Sep 14, 2026Sicheng Mao, Baihan Li, Mathieu Fontaine +2Speaker DiarizationDiscrete Speech Representations

    LTCI, Telecom Paris, Institut Polytechnique Paris, France · SJTU Paris Elite Institute of Technology, Shanghai Jiao Tong University, China · LIUM, Le Mans University, France

  10. Iterative Audio Separation with Mixture Consistency via MIMO Model Extension

    Sep 7, 2026Yukara Ikemiya, WeiHsiang Liao, Yuki MitsufujiSpeech SeparationSeparation

    SonyAI

  11. Geometric Ceilings on Time-Frequency Masking for Single-Channel Separation

    Sep 3, 2026Maxime BaeldeSpeech SeparationTime-Frequency

    Independent researcher, Lille, France

  12. Are You Thinking What I am Thinking? : Examining Conceptual Separation in Neural Architectures

    Sep 1, 2026Jaee Ponde, Roshni Agarwal, Subhashis BanerjeeSemantic RepresentationsConvolutional Neural Networks

    Truth Audit Labs · Karya AI · Department of Computer Science and the Centre of Digitalisation, AI, and Society, Ashoka University, Sonepat, Haryana, India

  13. SePArate: Segmenting Patterns from Defects in Wafer Manufacturing Using Weak Supervision

    Aug 31, 2026Dain Kwon, Changmin Shin, Sunjong Park +5Defect DetectionSemiconductor Manufacturing

    Seoul National University · SK Hynix

  14. Dec-BFTRL: Squre-Root Regret for Decentralized Online Upper-Linearizable Optimization under Separation Access with Application to Continuous Submodular Maximization

    Aug 31, 2026Yiyang Lu, Mohammad Pedramfar, Vaneet AggarwalSubmodular FunctionsDecentralized Optimization

    Purdue University, West Lafayette, IN, USA · Mila - Quebec AI Institute/McGill University, Montreal, QC, Canada

  15. The Nearest Target Is the Wrong One: Target Separation in Arc2Face Identity Unlearning

    Aug 30, 2026Zeynel TokExact UnlearningSeparation

    University of Oxford, UK

  16. A Quantum/Classical Example Oracle Separation for Making Things Up

    Aug 12, 2026Kenny ChenQuantum LearningQuantum Processor

    The University of Sydney

  17. A Rate Separation for Agnostic Direct Sums

    Aug 7, 2026Mihir More, Aritra Das, Debayan GuptaLearnabilityBatch

    Truth Audit Labs

  18. Separate-and-Detect: Unified Drum Transcription and Stem Generation via Latent Diffusion

    Aug 2, 2026Wei-Han Hsu, Chih-Cheng Chang, Bo-Yu Chen +2Multi-Instrument Music TranscriptionSpeech Separation

    Data Science Degree Program, National Taiwan University and Academia Sinica, Taipei, Taiwan · Institute of Information Science, Academia Sinica, Taiwan · Rhythm Culture Corporation +1

  19. Detection of AI-generated stems within hybrid human-AI music

    Jul 29, 2026François Rigaud, Gabriel Meseguer-Brocal, Benjamin Martin +1Generative MusicSeparation

    Deezer Research, Paris, France

  20. How Context Attribution Handles What the Model Already Knows

    Jul 26, 2026Quoc-Huy Trinh, Lin Zhu, Sebastian SzyllerIn-Context LearningGeneration Provenance

    Aalto University

  21. Equilibrium Causal Games: Separation, Identification, and the Identifiability of Cyclic Latent States

    Jul 21, 2026Faraz Dadgostari, Neda NazemiCausalIdentifiability

    Department of Mechanical & Industrial Engineering, Montana State University · Gianforte School of Computing, Montana State University

  22. An Iterative Geometric Approach to Optimizing Separating Hyperplanes

    Jul 19, 2026Akos HajnalSupport Vector MachinesConvex Optimization

    Laboratory of Parallel and Distributed Systems Institute for Computer Science and Control (SZTAKI) · John von Neumann Faculty of Informatics Obuda University Budapest, Hungary

  23. Segregate, Refine, Integrate: Decomposing Multimodal Fusion for Sentiment Analysis

    Jul 14, 2026Alexios Filippakopoulos, Elias Kallioras, Nikolaos Xiros +2Multimodal FusionCross-Modal

    National Technical University of Athens, Greece · Athena Research Center, Greece · University of Bern, Switzerland +2

  24. Large language model agents accelerate inverse design of metal-organic frameworks for gas separation

    Jul 12, 2026Zhaolin Hu, Hehe Fan, Wangyihan Guo +4Large Language Model AgentsSynthesis

    College of Artificial Intelligence, Zhejiang University , Hangzhou, China. · Institute of Fundamental and Transdisciplinary Research, Zhejiang University Hangzhou, China. · College of Chemical and Biological Engineering, Zhejiang University Hangzhou, China.

  25. Belief-reality separation lives in routing over a shared value slot in language models

    Jul 11, 2026Oliver Steele, Jiangtao Wen, Yuxing HanValueReasoning Benchmark

    Tsinghua University · NYU Shanghai

  26. UNIT: Unleash Large Language Models Potential for Graph Continual Learning

    Jul 11, 2026Tairan Huang, Yili Wang, Beibei Hu +4Replay-Based Continual LearningSparse Spatial Anchors

    Central South University Changsha, China · Hongkong University of Science and Technology (Guangzhou) Guangzhou, China · Hunan Institute of Engineering Changsha, Hunan

  27. Separation Capacity of Scattering Networks on Low-Dimensional Datasets

    Jul 7, 2026Konstantin Häberle, Helmut BölcskeiIntrinsic DimensionalitySeparability

    ETH Zurich

  28. Stability Annealing Selects the Implicit Bias of Smoothed Sign Descent: A Rate-Indexed Barrier Path on Separable Data

    Jul 7, 2026Xiangwu Wang, Chengwei Cao, Yicheng Song +2Mirror DescentAnnealing

    1The University of Hong Kong · University of California, San Diego · 3Beijing University of Aeronautics and Astronautics

  29. Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification

    Jul 3, 2026Yuzhu Wang, Kalle Lahtinen, Patrik Lauha +4Species IdentificationAnimal Vocalizations

    Signal Processing Research Center, Tampere University, Tampere, Finland · Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland · Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland

  30. The State-Prediction Separation Hypothesis

    Jul 1, 2026Giovanni Monea, Nathan Godey, Kianté Brantley +1Transformer ArchitecturesNext-State Prediction

    †Cornell University · ⋄Harvard University

  31. Separation Capacity of Scattering Networks

    Jun 29, 2026Konstantin Häberle, Helmut BölcskeiConvolutional Neural NetworksSeparation

    ETH Zurich

  32. On the Inseparability of Instructions and Data in Shared-Embedding Sequence Models

    Jun 25, 2026Dewank Pant, Shruti Lohani, Avijit KumarPrompt-Injection DetectorsUntrusted Content

    Independent Researcher

  33. An Empirical Study of LLM-Generated Specifications for VeriFast

    Jun 25, 2026Wen Fan, Minh Tran, Sanya Dod +5Verification FrameworkCode Generation

    Purdue University West Lafayette, Indiana, USA · University of Michigan Ann Arbor, Michigan, USA · Meta Menlo Park, California, USA

  34. Decentralized Coordination of Autonomous Traffic Through Advanced Air Mobility Corridors

    Jun 22, 2026Jasmine Jerry Aloor, Hamsa BalakrishnanAir Traffic ControlIntelligent Transportation

    Massachusetts Institute of Technology, Cambridge, MA 02139, USA

  35. Patient-Aware Contrastive Learning Preserves Per-Patient Structure in RR-Interval Representations

    Jun 22, 2026Yasantha Niroshana, Weijith Wimalasiri, Chathuranga HettiarachchiArrhythmia ClassificationPhysiological Signals

    Department of Computer Science, University of Moratuwa, Sri Lanka.

  36. Gradient-Free Warm-Start Library Recovery: an Amortized-Regret Separation

    Jun 19, 2026Jianwei LouLearning-Augmented AlgorithmsReplay-Based Continual Learning

    RailMind Systems, Neuss, Germany

  37. LLM Parameters for Math Across Languages: Shared or Separate?

    Jun 16, 2026Behzad Shomali, Luisa Victor, Tim Selbach +5Cross-Lingual ConsistencySeparation

    Lamarr Institute · University of Bonn · Fraunhofer IAIS

  38. Sign-Rank, Index, and List Replicability: Connections and Separations

    Jun 16, 2026Ari Blondal, Hamed Hatami, Pooya Hatami +2Lower BoundsLearnability

    McGill University · Ohio State University

  39. Pointwise Complexity for Gaussian Fields: Upper Envelopes, Algorithmic Lower Bounds, and Separation

    Jun 6, 2026Yunbei XuGaussian ProcessGaussian Primitives

    National University of Singapore

  40. SURF: Separation via Unsupervised Remixing Flow

    Jun 3, 2026Henry Li, Robin Scheibler, Efthymios Tzinis +3Speech SeparationContrastive Flow Matching

    Google · Google DeepMind

  41. UniFair: A unified fair clustering approach based on separation and compactness

    Jun 3, 2026Antonia Karra, Vasiliki Papanikou, Georgios Vardakas +2ClusteringAlgorithmic Fairness

    University of Ioannina, Greece · Archimedes/Athena Research Center, Greece

  42. Reflection Separation from a Single Image via Joint Latent Diffusion

    Jun 2, 2026Zheng-Hui Huang, Zhixiang Wang, Yu-Lun Liu +1ReflectanceDiffusion Priors

    Shanda AI Research Tokyo · National Yang Ming Chiao Tung University · National Taiwan University

  43. Principled Reflection Separation via Nonlinear Superposition and Feature Interaction

    Jun 1, 2026Qiming Hu, Mingjia Li, Yuntong Li +1Intrinsic Image DecompositionSeparation

    College of Intelligence and Computing, Tianjin University, Tianjin 300350, China

  44. Learning Controlled Separation of Small Objects Between Two Fingers with a Tactile Skin

    May 29, 2026Ulf Kasolowsky, Berthold BäumlRobotic HandsTactile

    Learning AI for Dextrous Robots Lab (aidx-lab.org), Technical University of Munich, Germany · DLR Institute of Robotics and Mechatronics, German Aerospace Center

  45. Chain-of-Thought and Compressed Looped Transformers: A Memory-Budget Separation

    May 29, 2026Haozhou ZhangChain-of-Thought ReasoningWorking Memory

    Department of Mathematics and Statistics University of Idaho

  46. AOE: Exhaustive Out-of-Distribution Detection via Recalibrating Outlier Labels

    May 27, 2026Fengqiang Wan, Qing-Yuan Jiang, Yang YangOut-Of-Distribution DetectionOutliers

    School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China.

  47. GAMR: Geometric-Aware Manifold Regularization with Virtual Outlier Synthesis for Learning with Noisy Labels

    May 20, 2026Ningkang Peng, Jingyang Mao, Xiaoqian Peng +4Noisy LabelsOut-Of-Distribution Detection

    Nanjing Normal University Nanjing, China · Nanjing University of Chinese Medicine Nanjing, China

  48. Intent-First Aerial V2V for Tactical Coordination and Separation: Protocol and Performance Under Density and Disturbance

    May 20, 2026Mehrnaz SabetCooperative Air CombatAir Traffic Control

    Cornell University, Ithaca, NY 14853 USA

  49. Normative Networks for Source Separation via Local Plasticity and Dendritic Computation

    May 19, 2026Bariscan Bozkurt, Efe Ali Gorguner, Francesco Innocenti +1Independent Component AnalysisSeparation

    Gatsby Computational Neuroscience Unit, University College London, UK · Brain Network Dynamics Unit, University of Oxford, UK · Department of Computer Science, University of Oxford, UK +1

  50. Cross-Talk Speech Reduction, by Separation, for Separation

    May 19, 2026Zhong-Qiu Wang, Samuele CornellSpeech SeparationSeparation

    Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China · Language Technologies Institute, Carnegie Mellon University, Pittsburgh, PA 15213, USA

  51. Support Before Frequency in Discrete Diffusion

    May 13, 2026Adrian Müller, Antoine Gonon, Zebang Shen +2FrequencyIterative Denoising Methods

    Department of Computer Science, ETH Zürich, Switzerland · Institute of Mathematics, EPFL, Switzerland · Institute of Statistical Science, Academia Sinica, Taiwan

  52. Disentangled Sparse Representations for Concept-Separated Diffusion Unlearning

    May 12, 2026Hyeonjin Kim, Hangyeol Jung, Heechan Yun +2Text-To-Image Diffusion ModelsSeparation

    Yonsei University · Kookmin University

  53. Separate First, Fuse Later: Mitigating Cross-Modal Interference in Audio-Visual LLMs Reasoning with Modality-Specific Chain-of-Thought

    May 11, 2026Xuanchen Li, Yuheng Lu, Chenrui Cui +6Audio-Visual ReasoningLLM Reasoning Strategies

    Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin University, Tianjin, China · Tencent, China · Huiyan Technology Company, Ltd., Tianjin, China +1

  54. Predictive-Generative Drift Decomposition for Speech Enhancement and Separation

    May 7, 2026Julius Richter, Yoshiki Masuyama, Christoph Boeddeker +3Speech EnhancementSpeech Separation

    MERL Cambridge, MA, USA

  55. Separation Assurance between Heterogeneous Fleets of Small Unmanned Aerial Systems via Multi-Agent Reinforcement Learning

    May 1, 2026Iman Sharifi, Hyeong Tae Kim, Maheed Hatem Ahmed +2Multi-Agent Reinforcement LearningUnmanned Aerial Vehicles

    Department of Mechanical and Aerospace Engineering, George Washington University, Washington, DC, USA · Department of Electrical and Computer Engineering, Purdue University, West Lafayette, IN, USA

  56. Path-Lock Expert: Separating Reasoning Mode in Hybrid Thinking via Architecture-Level Separation

    Apr 29, 2026Shouren Wang, Wang Yang, Chuang Ma +7ThoughtsLock-In

    1Case Western Reserve University · 2NII LLMC, Japan · 3Michigan State University

  57. Dual Control of Linear Systems from Bilinear Observations with Belief Space Model Predictive Control

    Apr 27, 2026Daniel Cao, Beixi Du, Andrew Lowitt +3Model Predictive ControlExtended Kalman Filter

    Cornell

  58. Separation is Optimal for LQR under Intermittent Feedback

    Mar 29, 2026Abdullah Y. Etcibasi, C. Emre Koksal, Eylem EkiciLinear Quadratic RegulatorOptimal Policies

    The Ohio State University

  59. Unlabeled Multi-Robot Motion Planning with Improved Separation Trade-offs

    Mar 19, 2026Tsuri Farhana, Omrit Filtser, Shalev GoldshteinMulti-Robot Motion PlanningApproximation Algorithms

    Department of Computer Science, Ben Gurion University, Beer Sheva, Israel. · Department of Mathematics and Computer Science, The Open University of Israel, Ra’anana, Israel

  60. Making Separation-First Multi-Stream Audio Watermarking Feasible via Joint Training

    Mar 17, 2026Houmin Sun, Zi Hu, Linxi Li +4Multi-Bit WatermarkingSpeech Separation

    Digital Innovation Research Center, Duke Kunshan University, Kunshan, China · OfSpectrum, Inc., Los Angeles, USA · University of Warwick, Coventry, United Kingdom +1