Data Generation

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Period ending 2026-09-21

4 new papers

A weekly snapshot of new work published in Data Generation.

Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Data Generation.

Period ending 2026-09-07

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A weekly snapshot of new work published in Data Generation.

200 papers

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  1. Dreaming the Sound of Contact: Leveraging Video and Audio Generation for Zero-Shot Force-Aware Manipulation and Data Generation

    Sep 16, 2026Guanhua Ji, Tianyu Li, Dayoon Suh +3Robot TrajectoriesHuman Motion Generation

  2. LoopSpec: Pipelined Self-Speculative Decoding for Looped Transformers

    Sep 15, 2026SangLyul Cho, Langqing Cui, Sehoon Kim +2Speculative DecodingSelf-Speculative

  3. Navigating Sparse Evidence: Agentic Visual RAG via Explicit Context Selection and Consolidation

    Sep 14, 2026Yucheng Shen, Lingyong Yan, Jiulong Wu +4Visual EvidenceKnowledge-Based Visual Question Answering

  4. ProtoGuide: Prototype-Driven Guidance for Class-Conditional Graph Generation

    Sep 14, 2026Salvatore Romano, Marco Grassia, Pietro Liò +1Diffusion SamplingData Generation

  5. Flow Duality and Source Geometry for Categorical Generation

    Sep 11, 2026Etrit HaxholliConditional Flow MatchingInterpolation

  6. SynCo: Synthetic Community-Aware Attributed Graph Generator for Graph Neural Network Benchmarking

    Sep 9, 2026Guilherme Henrique Messias, Mariana Caravanti de Souza, Sylvia Iasulaitis +1Text-Attributed GraphGraph Neural Networks

  7. Decoupled Self-Forcing Distillation for Streaming Talking Head Generation

    Sep 9, 2026Yanru An, Ruiyan Wang, Wenwu Wei +7Video LatentsData Generation

  8. Grounded Evaluation and Repair for NL-to-PDDL Problem Generation

    Sep 9, 2026Joana Rosa, Pedro Santos, Valdemar Oliveira +3Large Language Model PlanningLarge Language Model Generation

  9. </think> Doesn't Stop Reasoning: Analysis of Spurious CoT Termination

    Sep 3, 2026Seunghee Koh, Sungjae Choi, Minchan Kwon +2Chain-of-Thought ReasoningThinking

  10. Candidate Generation and Definition-Guided Verification for Sentence-Level Depression Symptom Recognition

    Sep 1, 2026Weiming Li, Catarina Barata, Miguel Constante +1Depression DetectionDepression

  11. Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System

    Sep 1, 2026Penghao Wu, Haiwen Diao, Weichen Fan +3Unified Multimodal ModelsMultimodal Learning

  12. Elite-Weighted Supervised Fine-tuning for Goal-Directed Molecular Optimization

    Aug 31, 2026Shiyun Wa, Yifei Wang, Anna G. Green +2Molecular OptimizationSupervised Fine-Tuning

  13. CARVE: Verified Expansion for Variable-Length Generation in Diffusion Language Models

    Aug 31, 2026Wail Bouhedja, Amr Mohamed, Guokan ShangDiffusion Language ModelsData Generation

  14. Lucida: Parse, Generate, and Place for Composable Real-to-Sim Scene Modeling

    Aug 31, 2026Minghan Qin, Yuang Wang, Xiuyu Yang +6Object DetectionMulti-View

  15. Demand-Side Measurement for Generative Engine Optimization: Constructing and Validating a Million-Persona, Intent-Annotated Buyer Corpus

    Aug 30, 2026Dmitrij Żatuchin, Daniil DzemesjukPersonaOnline Shoppers Purchasing Intention

  16. Sleight of Word Benchmark: Can Language Models Notice If Their Own Output Was Tampered With?

    Aug 30, 2026Alberto CetoliLarge Language Model OutputData Generation

  17. Candidate supply and answer selection shape the value of LLM judging in multi-agent systems

    Aug 26, 2026Jia-Hao Ji, Sijie Li, Jiabei Cheng +3Large Language Model JudgesMulti-Agent Reasoning

  18. LITERARYBIGFIVE: Author-Personalized Text Generation in a Unified Interpretable Space

    Aug 24, 2026Jinghui Zhang, Lang Gao, Ao Li +5Text GenerationAuthorship

  19. LLM-Guided Graph Generation for Structure-Based Local Improvement Methods

    Aug 13, 2026Hai Xia, Vaidyanathan Peruvemba Ramaswamy, Stefan SzeiderParallel Continuous Local SearchLlm-Based Optimization Modeling

  20. HybridRAG-BN: A Retrieval-Augmented Framework with Fine-Tuned Verification for Bangla KBQA

    Aug 13, 2026Rathijit Aich, Nirjhar Das, Mahfuzulhoq ChowdhuryBanglaMulti-Hop Question Answering Benchmarks

  21. Novels generated by language models show compressed formal variation

    Aug 12, 2026Mehdy Sedaghat Payam, Justin QuinnFictionData Generation

  22. Represent, Then Generate: Multimodal-Conditioned Time-Series Generation under Irregular Missingness

    Aug 12, 2026Haochen Zhang, Jiaheng Guo, Yu-Chao Huang +2Synthetic Time SeriesHigh-Fidelity Conditional Generation

  23. Fingerprinting Text-to-Image Diffusion Models via Collapsed Generation

    Aug 12, 2026Yuanmin Huang, Chen Chen, Geng Hong +5Text-To-Image Diffusion ModelsFingerprint

  24. Simplex Relaxation for Discrete Diffusion

    Aug 11, 2026Jinya Sakurai, Patrick Pynadath, Satoshi Hayakawa +4Discrete Diffusion ModelData Generation

  25. TCS-BENCH: Benchmarking State-of-the-Art Generative AI Theoretical Computer Science Research Ability

    Aug 10, 2026Vincent Cohen-Addad, Dimitris Paparas, Ernest van Wijland +13Benchmarking Large Language ModelsReasoning Benchmark

  26. Agentic Router: An Execution-Grounded Continual Learning Approach With Memory

    Aug 10, 2026Yuxuan Chen, Rongpeng Li, Zhifeng Zhao +3Qwen3Data Generation

  27. Representation-driven Endoscopic Visual Embedding Alignment for Latent Generation

    Aug 7, 2026Francisco Caetano, Tim J. M. Jaspers, Haiko Middeljans +7Video Capsule EndoscopyMedical Image Generation

  28. NiyamAI - An Intent-Bound AI Agent with Cryptographically Verifiable Guardrails using Zero-Knowledge Proofs

    Aug 7, 2026Aditya Katkar, Om Karkele, Kartik Mandhane +2Artificial Intelligence SafetyLarge Language Model Safety

  29. Ask-E: An Environment for Calibrated Question Generation

    Aug 7, 2026Sarah Pratt, Jae Sung Park, Scott Geng +1Math ProblemsData Generation

  30. Rethinking Pixel Mean Flows via Interval Denoiser

    Aug 5, 2026Alexander Zaytsev, Dmitry Baranchuk, Alexander Korotin +1Image DenoisingOptical Flow

  31. Coupled Continuous-Discrete Generation for Scene Text Image Super-Resolution

    Aug 5, 2026Axi Niu, Knag Zhang, Qingsen Yan +3Generative Super-ResolutionMultimodal Transformers

  32. Internalizing Academic Writing Workflows for Introduction Generation via Struct-Aware Policy Learning

    Aug 4, 2026Meicong Zhang, Tiancheng Su, Jiahao Cheng +3WritingData Generation

  33. Getting the Parameters Right: A Difficulty-Graded Benchmark and Probe-Guided Training for LLM Tool Calls

    Aug 4, 2026Guoyao Yu, Xiaoqing Sun, Ziqi Huang +13Large Language Model CallsLarge Language Model Agents

  34. ArabicDialectSafety: A Dialect-Aware Benchmark for Arabic Content Safety Classification

    Aug 2, 2026Wajdi Zaghouani, Md. Rafiul Biswas, Kholoud Khalil Aldous +1Arabic Natural Language ProcessingArabic

  35. Data Turnstile: A Scalable Open Framework for Function-Calling Data Generation

    Jul 31, 2026Goutham Ramakrishnan, Megha SharmaAgentic BenchmarksSmall Language Models

  36. ViewMind3D: Modular View-Aware Inference for Training-Free 3D-QA

    Jul 30, 2026Ping-Kun Chiang, Kun-Ru Wu, Po-han Li +33D Spatial ReasoningTraining-Free

  37. LeapTalk: Breaking the Latency-Quality Trade-off in Talking Head Generation

    Jul 29, 2026Rongxiang Zhang, Songhua LiuTalkFew-Step Generation

  38. StatePlay: State-Aware Game World Models for Mechanics-Consistent Generation

    Jul 29, 2026Zijun Lin, Zeqing Wang, Cheston Tan +2World ModelsLarge-Scale Video Generation Models

  39. From Interface to Inference: Eliciting Any-Order Inference from Any-Order Models

    Jul 29, 2026Seunggeun Kim, Jaeyeon Kim, Taekyun Lee +4Masked Diffusion Language ModelsAutoregressive Language Models

  40. Rethinking the Generation Order of Block Diffusion Language Models

    Jul 27, 2026Kai Syun Hou, James KwokDiffusion Language ModelsAutoregressive Decoding

  41. CAGE: Cognitive Attribution Graphs for Faithful Inline Citation Generation in Long-Form Question Answering

    Jul 27, 2026Zhichao Yan, Shizhao Li, Jiapu Wang +5CitationsLarge Reasoning Models

  42. OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation

    Jul 26, 2026Jun Zhan, Chen Yang, Yitian Gong +23Joint Audio-Video GenerationAudio Latent

  43. Reasoning or Memorization: Can LLMs Understand and Generate Chinese Xiehouyu Riddles?

    Jul 26, 2026Hai Hu, Siyuan Song, Chongtian Shao +3MemorizationData Generation

  44. NeurGO: Learning to Generate Elite Candidates for Meta-Black-Box Expensive Optimization

    Jul 26, 2026Jintao He, Huixiang Zhen, Wenyin GongBlack-Box OptimizationBayesian Optimization

  45. Symbol and Footprint Database for Electronic Components by Agentic Recognition and Generation

    Jul 22, 2026Yichen Shi, Yuzhi Liu, Zhuofu Tao +4Symbol-Computer-Aided Design

  46. Beyond Score Prediction: LLM-Based Essay Scoring and Feedback Generation via Reinforcement Learning with Rubric Rewards

    Jul 21, 2026Xuefeng Jin, Jiashuo Zhang, Teng Cao +1Automated Essay ScoringRubric-Based Reinforcement Learning

  47. Fast Generation of Representative Synthetic Dataset with Salsa to Train ATR Models with Electromagnetic Couplings Data-Augmentation

    Jul 21, 2026Benjamin Camus, Julien Houssay, Corentin Le Barbu +3Synthetic Aperture RadarSynthetic Dataset

  48. Computational models of pragmatic reasoning with flexible generation of meaning and expression alternatives

    Jul 20, 2026Polina Tsvilodub, Fausto Carcassi, Michael FrankeCognitive ScienceAlternative

  49. SGN: A Similarity-based Generative Network for Data Generation under Distribution Shift

    Jul 20, 2026Jiaqi Zhu, Xincheng Chen, Yuncheng Wu +2Generative Adversarial NetworkDomain Adaptation

  50. Automated Hardware Validation Test Plan Generation for Large Scale AI Datacenter Platforms Using a Generative AI Multi-Agents Architecture

    Jul 17, 2026Mohammed-Khalil Ghali, Saurabh Kulkarni, Prathamesh Kulkarni +3Test GenerationFault Injection Experiments

  51. Learned Pairwise Deep Dual-Optimal Inequalities for Stabilizing Column Generation

    Jul 15, 2026Zhengzhong Ricky You, Bo Tang, Haoran Liu +1Vehicle Routing ProblemPrimal-Dual Methods

  52. Self-Consistent Flow: Unifying Velocity and Endpoint Prediction for Rectified Flow Models

    Jul 13, 2026Xu Han, Jiajing Hu, Li-Ping LiuRectified FlowGenerative Flow Networks

  53. FlashDiff: Efficient Regional Execution and Scheduling for Diffusion Model Serving

    Jul 13, 2026Yaqi Qiao, Ping He, Songrun Xie +4Multi-Gpu SystemsFlash

  54. AdvancedMathBench: A Benchmark Suite for Advanced Mathematical Proof Generation and Verification

    Jul 13, 2026Lingkai Kong, Zijian Wu, Yuzhe Gu +10Mathematical ReasoningReasoning Benchmark

  55. Physics-Aware Conditional SetGAN for Spatially Consistent Multi-User TR 38.901 Channel Generation

    Jul 13, 2026Mauro Gonzalo Tarazona-Levano, David Lopez-Perez, Nicola Piovesan +1Generative Adversarial NetworkData Generation

  56. Verifier-Guided Twelve-Tone Composition: A Generate-Verify-Repair Harness for Symbolic Music Generation

    Jul 13, 2026Congren Dai, Danni Zhao, Enyang Liu +7Music GenerationData Generation

  57. When the Target Domain Changes: AI-Mediated Construct Drift in High-Stakes English Language AssessmenW

    Jul 13, 2026Yi GuiComputerized Adaptive TestingInterpretive Openness

  58. MAG: A Web-Agent Benchmark and Harness for Multimodal Action and Guide Generation

    Jul 11, 2026Chengguang Gan, Hanjun Wei, Yunhao Liang +3Web AgentsMultimodal Agents

  59. Event-Based Token Sequences for Audio-Conditioned Music-Game Level Modeling

    Jul 10, 2026Ke Zhang, Chu-Hsuan Hsueh, Kokolo IkedaMusic GenerationAudio Tokens

  60. CASL-VAE: Learning Structured Latent Variables from Unpaired Data for Semi-supervised Clustering and Paired Sample Generation

    Jul 9, 2026Sai Spandana Chintapalli, Pratik Chaudhari, Christos DavatzikosVariational AutoencoderLatent Variable