Parallel

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20 papers in the last 28 days · 0.3% of indexed attention

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Period ending 2026-09-21

9 new papers

A weekly snapshot of new work published in Parallel.

Period ending 2026-09-14

5 new papers

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Period ending 2026-09-07

8 new papers

A weekly snapshot of new work published in Parallel.

256 papers

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  1. Beyond Sequential Interaction: Benchmarking Parallel Execution and Coordination for GUI Agents

    Jul 17, 2026Zedong Yu, Qianxing Li, Zhi Gao +8Graphical User Interface AgentsGraphical User Interface

  2. DiTango: Cost-Effective Parallel Diffusion Generation with Selective Attention State Reuse

    Jul 17, 2026Yuyang Chen, Runxin Zhong, Zan Zong +3Multimodal Diffusion TransformersParallel

  3. Agora: Collective and Permissionless Internet-Scale Pretraining of Large Language Models

    Jul 14, 2026Gil Avraham, Violetta Shevchenko, Hadi Mohaghegh Dolatabadi +9Large ModelsParallel

  4. Accelerating Masked Diffusion Large Language Models: A Survey of Efficient Inference Techniques

    Jul 14, 2026Daehoon Gwak, Minhyung Lee, Junwoo Park +1Masked Diffusion Language ModelsInference-Time

  5. Beyond Parallel Tracking: Interactive Multi-Feature Fusion Drives Semantic Reconstruction from Non-invasive Brain Recordings

    Jul 13, 2026Boda Xiao, Xiran Xu, Songyi Li +4Neural RecordingsGeo-Contextual Alignment

  6. Unlocking Parallelism in Autoregressive Language Models via Speculative Decoding with Progressive Tree Drafting

    Jul 12, 2026Zipeng Gao, Zhi Zheng, Qingrong Xia +5Speculative DecodingAutoregressive Language Models

  7. A Novel Parallel QCNN Architecture with Efficient Classical Simulability

    Jul 9, 2026Lawrence Nguyen, Hiu Yung WongQubitParallel

  8. DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting

    Jul 8, 2026Hong-Kai Zheng, Piji LiSpeculative DecodingDrafter

  9. Danus: Orchestrating Mathematical Reasoning Agents with Fact-Graph Memory

    Jul 7, 2026Jihao Liu, Guoxiong Gao, Zeming Sun +8Multi-Agent ReasoningReasoning Graphs

  10. UBEP: Re-architecting Expert Parallelism Communication Library for Production Superpods

    Jul 7, 2026Yipeng Liu, Chang Liu, Si Shen +16Mixture-Of-Expert InferenceMixture-of-Experts Models

  11. Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers

    Jul 6, 2026Ligong Han, Kai Xu, Hao Wang +3Homomorphic EncryptionTransformer Layers

  12. Decomposition for Bayesian Networks: Local and Parallel Inference

    Jul 6, 2026Pei Heng, Xinyi Hu, Yi SunBayesian NetworksProbabilistic Inference

  13. Fast, Parallel, Query-Efficient Binary Classification

    Jul 5, 2026Ishani Karmarkar, Liam O'Carroll, Aaron SidfordBinary ClassificationParallel

  14. Differentiate the Evaluator, Not the Program: An Efficient Runtime Representation for Neuro-Symbolic Learning

    Jul 3, 2026Lucas ShenemanDifferentiable ProgrammingNeuro-Symbolic Framework

  15. Design-CP: Context Parallelism for Design of Protein Nanoparticles

    Jul 3, 2026Lorenzo Tarricone, Helen E. Eisenach, Aiko Muraishi +1Protein DesignMulti-Gpu Systems

  16. Scalable Maximal Frequent Episode Mining with Desbordante

    Jul 3, 2026Maxim Ivanov, Matvei Smirnov, Alisa Strazdina +1Data MiningProfiling

  17. Message Passing Enables Efficient Reasoning

    Jul 1, 2026Xuecheng Liu, Daman Arora, Gokul Swamy +1Large Language Model ReasoningParallel

  18. Accelerating Discrete Diffusion Models with Parallel-In-Time Sampling

    Jul 1, 2026Yu Yao, Huanjian Zhou, Andi Han +2Discrete Diffusion ModelParallel

  19. Verification-Gated Agentic Mission-State Governance for Intelligent Industrial Multi-Robot Systems

    Jun 30, 2026Guoqin Tang, Qingxuan Jia, Yichen Tan +3Multi-Robot SystemsVerifier

  20. One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining

    Jun 29, 2026Philip Zmushko, Egor Petrov, Nursultan Abdullaev +2Asynchronous ExecutionParallel

  21. HSAP: A Hierarchical Sequence-aware Parallelism for Hybrid-Context Generative Models

    Jun 29, 2026Songxin Zhang, Zejian Xie, Zhuoyang Song +4ParallelSequence Modeling

  22. Highly Data Parallelizable Estimation of the Sliced-Wasserstein Distance Using Cumulative Distribution Functions

    Jun 29, 2026Christophe Vauthier, Quentin Mérigot, Anna KorbaWasserstein DistanceDistance

  23. Understanding Evaluation Illusion in Diffusion Large Language Models

    Jun 28, 2026Hengxiang Zhang, Jiaxi Ren, Renchunzi Xie +1Diffusion Language ModelsParallel

  24. Road to scalability for efficient graph search on massively parallel neuromorphic hardware

    Jun 27, 2026Oskar von Seeler, Elena C. Offenberg, Carlo Michaelis +4Neuromorphic HardwareShortest Paths

  25. Optimizing Teacher-Student Partitioning for Scalable Knowledge Distillation on HPC Systems

    Jun 26, 2026Adrian P. Dieguez, Victor Conchello Vendrell, Alex Batlle +3Knowledge DistillationPartitioning

  26. Bifocal Diffusion Language Models: Asymmetric Bidirectional Context for Parallel Generation

    Jun 26, 2026Yuhang Chen, Xianfeng Wu, Jinhao Duan +11Diffusion Language ModelsLLM Inference Efficiency

  27. P-ARC: Exploiting Subproblem Independence for Parallel Multi-Robot Motion Planning

    Jun 26, 2026James D. Motes, Marco Morales, Nancy M. AmatoMulti-Robot Motion PlanningMulti-Robot Systems

  28. \chisao{}: A GPU-Native Parallel Optimizer for Multimodal Black-Box Functions via Convergence-Anticonvergence Oscillation

    Jun 24, 2026Ira WolfsonBlack-Box OptimizationMulti-Gpu Systems

  29. ASAP: Agent-System Co-Design for Wall-Clock-Centered Auto HPO Research for ML Experiments

    Jun 23, 2026Taicheng Guo, Haomin Zhuang, Kehan Guo +4Hyperparameter OptimizationAgentic Optimization

  30. Decentralised AI Training and Inference with BlockTrain

    Jun 23, 2026Peter Toth, Dan OprisaAcceleratorLarge Models

  31. Parallel Dynamic Programming for Conic Linear Quadratic Control

    Jun 23, 2026Luyao Zhang, Gabriel Bravo-Palacios, Brian Plancher +1Linear Quadratic RegulatorOptimal Control

  32. Parallel Manifold Steering: Efficient Adaptation of Large Associative Memories via Residual Energy Shaping

    Jun 23, 2026Kanishk AwadhiyaTransformer Residual StreamsDense Associative Memory

  33. TurboMPC: Fast, Scalable, and Differentiable Model Predictive Control on the GPU

    Jun 23, 2026Gabriel Bravo-Palacios, Jianghan Zhang, Zachary Pestrikov +2Model Predictive ControlCombustion Control

  34. CzechDocs: A Multiway Parallel Dataset of Formatted Documents for Minority Languages in Czechia

    Jun 18, 2026Josef Jon, Ondřej BojarMachine TranslationMultilingual Data

  35. Weight Adaptation for Improving Parallel Performance of Adaptive Stochastic Natural Gradient

    Jun 18, 2026Yutaro Yamada, Kento Uchida, Shinichi ShirakawaEvolutionary SearchStochastic Gradient Descent

  36. JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting

    Jun 16, 2026Lanxiang Hu, Zhaoxiang Feng, Yulun Wu +9Speculative DecodingLLM Inference Efficiency

  37. Real-World Deployment of Massively Parallel Sampling-Based MPC for Contact-Rich Manipulation

    Jun 16, 2026Magnus Dierking, Joao Carvalho, An Thai Le +2Robotic ArmsModel Predictive Control

  38. LESS Is More: Mutual-Stability Sampling for Diffusion Language Models

    Jun 15, 2026Amr Mohamed, Guokan Shang, Michalis VazirgiannisDiffusion Language ModelsAdaptive Sampling

  39. Mixtures of Subspaces for Bandwidth Efficient Context Parallel Training

    Jun 15, 2026Sameera Ramasinghe, Ajanthan Thalaiyasingam, Hadi Mohaghegh Dolatabadi +5Large Language Model CompressionEfficient Long-Context Inference

  40. Prediction of Runtime Parameters of Parallel Chemistry Applications via Active and Generative Learning

    Jun 15, 2026Tanzila Tabassum, Omer Subasi, Ajay Panyala +5Computational ChemistryMachine Learning

  41. Mean-Field Parallel Decoding for Discrete Diffusion Language Models

    Jun 14, 2026Tamim Zoabi, Ameen Ali, Liran Ringel +1Diffusion Language ModelsParallel

  42. DynAMO:Dynamic Asset Management Orchestration via Topological Multi-Agent Scheduling

    Jun 14, 2026Kanishk Kushwaha, Vikrant Vinod Bansode, Harsh Vardhan +1OrchestrationParallel

  43. Trust-Region Diffusion Policies for Massively Parallel On-Policy RL

    Jun 13, 2026Huy Le, Onur Celik, Denis Blessing +6Diffusion PoliciesParallel

  44. Towards Direct Latent-Space Synthesis for Parallel Branches in LLM-Agent Workflows

    Jun 12, 2026Shikun Liu, Mufei Li, Dongqi Fu +5Agentic WorkflowsAgentic Systems

  45. Neither Parallel Nor Sequential: How DiffusionGemma Actually Commits Tokens

    Jun 12, 2026Ali Asaria, Tony Salomone, Deep GandhiDiffusion Language ModelsParallel

  46. Robustness without Wrinkles: Parallel Simulation and Robust MPC for Certified Deformable Manipulation

    Jun 12, 2026Wei-Chen Li, Jeffrey Fang, Sasanka Polisetti +2Deformable ObjectsRobotic Arms

  47. GF-DiT: Scheduling Parallelism for Diffusion Transformer Serving

    Jun 11, 2026Xinwei Qiang, Yifan Hu, Shixuan Sun +6Single Graphics Processing UnitParallel

  48. Accelerating Speculative Diffusions via Block Verification

    Jun 11, 2026Alexander Soen, Hisham Husain, Valentin De Bortoli +1Diffusion Language ModelsSpeculative Decoding

  49. SupraSNN: Exploiting Synapse-Level Parallelism in Spiking Neural Network Accelerators through Co-Optimized Mapping and Scheduling

    Jun 11, 2026Seyed Sadra Ghavami, Mohammad Hossein Nikkhah, Mohammad Rasoul Roshanshah +1Spiking Neural NetworksSynaptic Plasticity

  50. MARS: Margin-Adversarial Risk-controlled Stopping for Parallel LLM Test-time Scaling

    Jun 11, 2026Wenbo Chen, Puheng Li, Mengyang Liu +2Reasoning TracesLarge Models

  51. Piper: A Programmable Distributed Training System

    Jun 9, 2026Megan Frisella, Shubham Tiwari, Andy Ruan +5ParallelModel Training

  52. Attention-Discounted Adaptive Sampler for Masked Diffusion Language Models

    Jun 9, 2026Yusuf Sahin, Ahmed Rockey Saikia, Volkan Cevher +1Masked Diffusion Language ModelsDiffusion Language Models

  53. REAL: A Reasoning-Enhanced Graph Framework for Long-Term Memory Management of LLMs

    Jun 9, 2026Keer Lu, Liwei Chen, Guoqing Jiang +3Long-Term Conversational MemoryParallel

  54. Achieving Cloud-Grade SLOs for Local Mixture-of-Experts Inference through CPU-GPU Hybrid Design

    Jun 9, 2026Wenxin Wang, Yule Hou, Yu Ji +2Mixture-Of-Expert InferenceMixture-of-Experts Models

  55. Parallel Causal Associative Fields: Gated Sparse Memory for Long-Context Language Modeling

    Jun 9, 2026Muhammad AhmedCausal AttentionEfficient Long-Context Inference

  56. Learning Splitting Heuristics for Parallel String Solvers

    Jun 9, 2026Chenhao Gao, Peisen YaoHeuristicsParallel

  57. Scaling Neural Network Verification with Tensor Parallelism and Fully Sharded Data Parallelism

    Jun 8, 2026Sergei Vorobyov, Eugene IlyushinNeural Network VerificationParallel

  58. FlashCP: Load-Balanced Communication-Efficient Context Parallelism for LLM Training

    Jun 7, 2026Zheng Wang, Eric Liu, Linan Jiang +5ParallelEfficient Long-Context Inference

  59. Diffusion Language Model Parallel Decoding via Product-of-Experts Bridge

    Jun 6, 2026Juntong Shi, Brian L. Trippe, Jure Leskovec +2Diffusion Language ModelsParallel

  60. Breaking the Bubble: Asynchronous Pipeline Parallel Training with Bounded Weight Inconsistency

    Jun 5, 2026Itay Elam, Eliron Rahimi, Avi Mendelson +1Asynchronous ExecutionParallel