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Tianyu Liu

  1. Qwen2.5-Coder Technical Report
    2024/09/18 by Binyuan Hui, Jian Yang, Hui, Binyuan +46 · 2 voices · 294 citations
    Engineering · #Advanced MEMS and NEMS Technologies #cs.CL
  2. A Survey on In-context Learning
    2022/12/31 by Qingxiu Dong, Dong, Qingxiu, Lei Li +23 · 4 voices · 116 citations
    Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL
  3. Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
    2024/09/18 by Yang An, Beichen Zhang, Yang, An +29 · 255 citations
    Computer Science · Engineering · #Intelligent Tutoring Systems and Adaptive Learning #Educational Technology and Assessment #Advanced Data Processing Techniques
  4. An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models
    2024/03/11 by Liang Chen, Haozhe Zhao, Chen, Liang +11 · 130 citations
    Computer Science · Medicine · #Multimodal Machine Learning Applications #COVID-19 diagnosis using AI
  5. PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling
    2024/06/04 by Zefan Cai, Cai, Zefan, Yichi Zhang +17 · 60 citations
    Computer Science · #Advanced Data Compression Techniques #Algorithms and Data Compression #Artificial Intelligence (cs.AI) #Caching and Content Delivery #Computation and Language (cs.CL) #FOS: Computer and information sciences
  6. LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts
    2024/07/06 by Yijia Xiao, Xiao, Yijia, Edward W. Sun +5 · 63 citations
    Computer Science · #Semantic Web and Ontologies #Natural Language Processing Techniques
  7. Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding
    2024/01/15 by Heming Xia, Xia, Heming, Zhe Yang +15 · 40 citations
    Computer Science · Social Sciences · #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  8. SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines
    2025/02/20 by M-A-P Team, P Team, Xinrun Du +179 · 71 citations
    Social Sciences · #Artificial Intelligence in Law #Computation and Language (cs.CL) #FOS: Computer and information sciences
  9. From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligence
    2025/11/23 by Jian Yang, Yang, Jian, Xianglong Liu +143 · 7 voices · 1 citation
    Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification #Software Engineering Research #cs.CL #cs.SE
  10. Formal Aspects of Language Modeling
    2023/11/07 by Ryan Cotterell, Anej Svete, Cotterell, Ryan +7 · 2 voices · 4 citations
    Computer Science · #Natural Language Processing Techniques #cs.CL
  11. TorchTitan: One-stop PyTorch native solution for production ready LLM pre-training
    2024/10/09 by Wanchao Liang, Liang, Wanchao, Tianyu Liu +23 · 24 citations
    Engineering · #Metallurgy and Material Forming #Manufacturing Process and Optimization
  12. Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving
    2025/04/03 by Daoguang Zan, Zan, Daoguang, Zhirong Huang +33 · 36 citations
    Social Sciences · #Regional Development and Policy
  13. A Comprehensive Survey on Long Context Language Modeling
    2025/03/20 by Jiaheng Liu, Dawei Zhu, Liu, Jiaheng +70 · 32 citations
    Computer Science · #Big Data and Digital Economy #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
  14. PEARL: Parallel Speculative Decoding with Adaptive Draft Length
    2024/08/13 by Tianyu Liu, Liu, Tianyu, Yun Li +10 · 16 citations
    Computer Science · #Algorithms and Data Compression #Computation and Language (cs.CL) #FOS: Computer and information sciences
  15. BlonDe: An Automatic Evaluation Metric for Document-level Machine Translation
    2021/03/22 by Yuchen Eleanor Jiang, Tianyu Liu, Jiang, Yuchen Eleanor +17 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
  16. On the Complexity of Sampling Redistricting Plans
    2022/06/10 by Moses Charikar, Charikar, Moses, Paul Liu +5 · 4 citations
    Mathematics · Economics, Econometrics and Finance · #Census and Population Estimation #Markov Chains and Monte Carlo Methods #Game Theory and Voting Systems
  17. A Geometric Notion of Causal Probing
    2023/07/27 by Clément Guerner, Guerner, Clément, Tianyu Liu +7 · 4 citations
    Arts and Humanities · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Philosophy and History of Science
  18. G1: Bootstrapping Perception and Reasoning Abilities of Vision-Language Model via Reinforcement Learning
    2025/05/19 by Liang Chen, Chen, Liang, Hongcheng Gao +13 · 11 citations
    Computer Science · Psychology · Social Sciences · #Multimodal Machine Learning Applications #Language, Metaphor, and Cognition #Language and cultural evolution
  19. A Survey on Latent Reasoning
    2025/07/08 by Ruijie Zhu, Zhu, Rui-Jie, Tianhao Peng +59 · 16 citations
    Computer Science · #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  20. HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification
    2022/04/28 by Zihan Wang, Wang, Zihan, Peiyi Wang +10 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Sentiment Analysis and Opinion Mining #Spam and Phishing Detection #Text and Document Classification Technologies
  21. Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey
    2024/12/16 by Liang Chen, Chen, Liang, Zekun Wang +49 · 5 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling
  22. A Bilingual Parallel Corpus with Discourse Annotations
    2022/10/26 by Yuchen Eleanor Jiang, Jiang, Yuchen Eleanor, Tianyu Liu +9 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  23. Denoising Bottleneck with Mutual Information Maximization for Video Multimodal Fusion
    2023/05/24 by Shaoxaing Wu, Wu, Shaoxiang, Damai Dai +11 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Music and Audio Processing #Speech and Audio Processing
  24. InfoCL: Alleviating Catastrophic Forgetting in Continual Text Classification from An Information Theoretic Perspective
    2023/10/10 by Yifan Song, Peiyi Wang, Song, Yifan +11 · 2 citations
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  25. MuSe-GNN: Learning Unified Gene Representation From Multimodal Biological Graph Data
    2023/09/29 by Tianyu Liu, Yuge Wang, Liu, Tianyu +5 · 2 citations
    Biochemistry, Genetics and Molecular Biology · #Bioinformatics and Genomic Networks #Gene expression and cancer classification #Single-cell and spatial transcriptomics
  26. IW-Bench: Evaluating Large Multimodal Models for Converting Image-to-Web
    2024/09/14 by Hongcheng Guo, Wei Zhang, Guo, Hongcheng +19 · 3 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia Communication and Technology
  27. SimpleFSDP: Simpler Fully Sharded Data Parallel with torch.compile
    2024/11/01 by Ruisi Zhang, Zhang, Ruisi, Tianyu Liu +11 · 3 citations
    Computer Science · #Distributed and Parallel Computing Systems #Parallel Computing and Optimization Techniques
  28. CodeV: Issue Resolving with Visual Data
    2024/12/23 by Linhao Zhang, Daoguang Zan, Zhang, Linhao +23 · 3 citations
    Biochemistry, Genetics and Molecular Biology · #vaccines and immunoinformatics approaches
  29. Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker
    2021/05/31 by Runxin Xu, Xu, Runxin, Tianyu Liu +5 · 1 citation
    Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  30. CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models
    2025/02/23 by Alexander Zhang, Zhang, Alexander, Jiaheng Liu +32 · 4 citations
    Computer Science · #Software Engineering Research #Software System Performance and Reliability #Topic Modeling
  31. A novel maize biochar-based compound fertilizer for immobilizing cadmium and improving soil quality and maize growth
    2021/02/17 by Zhifan Chen, Jincheng Pei, Zhangdong Wei +6 · 1 citation
    Environmental Science · Materials Science · #Heavy metals in environment #Clay minerals and soil interactions #Adsorption and biosorption for pollutant removal
  32. A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction
    2022/04/30 by Runxin Xu, Peiyi Wang, Xu, Runxin +9 · 1 citation
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Software Engineering Research
  33. Towards a Unified View of Preference Learning for Large Language Models: A Survey
    2024/09/04 by Bofei Gao, Feifan Song, Gao, Bofei +44 · 2 citations
    Computer Science · #Natural Language Processing Techniques #Speech and dialogue systems #Semantic Web and Ontologies
  34. Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation
    2022/10/10 by Peiyi Wang, Wang, Peiyi, Yifan Song +11 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #Data Stream Mining Techniques #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Topic Modeling
  35. Tight Collision Probability for UAV Motion Planning in Uncertain Environment
    2023/03/05 by Tianyu Liu, Liu, Tianyu, Fu Zhang +5 · 1 citation
    Computer Science · Engineering · #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Formal Methods in Verification #Robotic Path Planning Algorithms #Robotics (cs.RO)
  36. Tensor Recovery in High-Dimensional Ising Models
    2023/04/02 by Tianyu Liu, Somabha Mukherjee, Liu, Tianyu +3 · 1 citation
    Mathematics · Medicine · Neuroscience · #Advanced Neuroimaging Techniques and Applications #FOS: Computer and information sciences #FOS: Mathematics #Functional Brain Connectivity Studies #Methodology (stat.ME) #Statistics Theory (math.ST) #Tensor decomposition and applications
  37. Language Models over Canonical Byte-Pair Encodings
    2025/06/09 by Tim Vieira, Vieira, Tim, Tianyu Liu +17 · 4 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
  38. PINN-based viscosity solution of HJB equation
    2023/09/18 by Tianyu Liu, Liu, Tianyu, Steven X. Ding +5 · 1 citation
    Computer Science · Physics and Astronomy · #Analysis of PDEs (math.AP) #FOS: Electrical engineering #FOS: Mathematics #Model Reduction and Neural Networks #Neural Networks and Applications #Systems and Control (eess.SY) #electronic engineering #information engineering
  39. First Target and Opinion then Polarity: Enhancing Target-opinion Correlation for Aspect Sentiment Triplet Extraction
    2021/02/17 by Lianzhe Huang, Peiyi Wang, Huang, Lianzhe +13 · 2 citations
    Computer Science · #Sentiment Analysis and Opinion Mining #Topic Modeling #Advanced Text Analysis Techniques
  40. Multi-Agent Collaboration for Multilingual Code Instruction Tuning
    2025/02/11 by Jian Yang, Yang, Jian, Wei Zhang +21 · 2 citations
    Psychology · Computer Science · #Innovative Teaching and Learning Methods #Multi-Agent Systems and Negotiation #Speech and dialogue systems
  41. Exploiting Edited Large Language Models as General Scientific Optimizers
    2025/03/08 by Qitan Lv, Tianyu Liu, Lv, Qitan +3 · 3 citations
    Computer Science · Materials Science · Physics and Astronomy · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning in Materials Science #Model Reduction and Neural Networks #Optimization and Control (math.OC)
  42. Kimi-Dev: Agentless Training as Skill Prior for SWE-Agents
    2025/09/27 by Zonghan Yang, Yang, Zonghan, Shengjie Wang +36 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Software Engineering (cs.SE)
  43. An enhanced POSTA based on Nelder-Mead simplex search and quadratic interpolation
    2024/04/30 by Tianyu Liu, Liu, Tianyu · 1 citation
    Computer Science · Engineering · #Advanced Algorithms and Applications #Advanced Measurement and Detection Methods #FOS: Computer and information sciences #FOS: Mathematics #Image and Video Stabilization #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC)
  44. Aligning CodeLLMs with Direct Preference Optimization
    2024/10/24 by Yibo Miao, Miao, Yibo, Bofei Gao +14 · 1 citation
    Computer Science · #Speech and dialogue systems #Semantic Web and Ontologies
  45. Physical-Layer Security in Mixed Near-Field and Far-Field Communication Systems
    2025/04/28 by Tianyu Liu, Changsheng You, Liu, Tianyu +11 · 2 citations
    Engineering · #Wireless Communication Security Techniques #Advanced MIMO Systems Optimization #Advanced Wireless Communication Technologies
  46. Well Begun is Half Done: Low-resource Preference Alignment by Weak-to-Strong Decoding
    2025/06/09 by Feifan Song, Song, Feifan, Wen Luo +10 · 3 citations
    Computer Science · Social Sciences · #Hate Speech and Cyberbullying Detection #Topic Modeling #Computational and Text Analysis Methods
  47. HybridSim: A Physics-Learning Hybrid Digital Twin for mmWave Human Sensing
    2026/07/17 by Weitao Xiong, Tianyu Liu, Peng Li +4
    #cs.CV
  48. AngelSpec: Towards Real-World High Performance Inference with Speculative Decoding
    2026/07/28 by Hong Liu, Rui Cen, Junhan Shi +10
    Computer Science · #cs.CL
  49. OmniDelta: Skill-Driven Budget Allocation for Token Compression in OmniLLMs
    2026/07/28 by Haoyang Huang, Wenjie Huang, Tianqi Xu +14
    #cs.AI
  50. D-cut: Adaptive Verification Depth Pruning for Batched Speculative Decoding
    2026/07/16 by Tianyu Liu, Yuhao Shen, Rui Cen +7
    #cs.CL
  51. Budget-Aware LLM Discovery via Cost-Calibrated Frontier Utility
    2026/07/30 by Yansen Zhang, Yilu Liu, Tianyu Liu +6
    Computer Science · #cs.LG #cs.AI