Kung-Hsiang (Steeve) Huang

@inproceedings{qiu2026mmpersuade,
    title = "Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion",
    author = "Qiu, Haoyi and
      Zhou, Yilun and
      Venkit, Pranav Narayanan and
      Huang, Kung-Hsiang and
      Zhang, Jiaxin and
      Peng, Nanyun and
      Wu, Chien-Sheng",
    booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing",
    year = "2026",
}
                    

@inproceedings{cai2026mmgr,
    title = "MMGR: Multi-Modal Generative Reasoning Benchmark and Evaluation",
    author = "Cai, Zefan and
      Qiu, Haoyi and
      Ma, Tianyi and
      Zhao, Haozhe and
      Zhou, Gengze and
      Liao, Tingting and
      Yu, Xinyan Velocity and
      Huang, Kung-Hsiang and
      Wan, Ke and
      Lin, Shawn and
      Kordjamshidi, Parisa and
      Zhang, Minjia and
      Xiao, Wen and
      Gu, Jiuxiang and
      Peng, Nanyun and
      Hu, Junjie",
    booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing",
    year = "2026",
}
                    

@inproceedings{zhang2026agentic,
    title = "Agentic Uncertainty Quantification",
    author = "Zhang, Jiaxin and
      Choubey, Prafulla Kumar and
      Huang, Kung-Hsiang and
      Xiong, Caiming and
      Wu, Chien-Sheng",
    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2026",
    year = "2026",
}
                    

@article{huang2026guikv,
    title = "GUI-KV: Efficient GUI Agents via KV Cache with Spatio-Temporal Awareness",
    author = "Huang, Kung-Hsiang and
      Qiu, Haoyi and
      Dai, Yutong and
      Xiong, Caiming and
      Wu, Chien-Sheng",
    journal = "Transactions on Machine Learning Research (TMLR)",
    year = "2026",
}
                    

@inproceedings{huang2026gta,
    title = "GTA: Generating Long-horizon Tasks for Web Agents at Scale",
    author = "Huang, Tenghao and
      Huang, Kung-Hsiang and
      Choubey, Prafulla Kumar and
      Zhou, Yilun and
      Chen, Muhao and
      May, Jonathan and
      Wu, Chien-Sheng",
    booktitle = "Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics",
    year = "2026",
}
                    

@inproceedings{choubey2026dontstop,
    title = "Don't Stop Early: Scalable Enterprise Deep Research with Controlled Information Flow and Evidence-Aware Termination",
    author = "Choubey, Prafulla Kumar and
      Huang, Kung-Hsiang and
      Venkit, Pranav Narayanan and
      Zhang, Jiaxin and
      Vats, Vaibhav and
      Li, Yu and
      Peng, Xiangyu and
      Wu, Chien-Sheng",
    booktitle = "Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics: Industry Track",
    year = "2026",
}
                    

@article{huang-etal-2026-crmarena-pro,
    title = "CRMArena-Pro: Holistic Assessment of LLM Agents Across Diverse Business Scenarios and Interactions",
    author = "Huang, Kung-Hsiang  and
      Prabhakar, Akshara  and
      Thorat, Onkar  and
      Agarwal, Divyansh  and
      Choubey, Prafulla Kumar  and
      Mao, Yixin  and
      Savarese, Silvio  and
      Xiong, Caiming  and
      Wu, Chien-Sheng",
    journal = "Transactions on Machine Learning Research (TMLR)",
    year = "2026",
}
                    

@inproceedings{chen2026nudging,
    title = "Nudging the Boundaries of LLM Reasoning",
    author = "Chen, Justin Chih-Yao and
      Peng, Xiangyu and
      Choubey, Prafulla Kumar and
      Huang, Kung-Hsiang and
      Zhang, Jiaxin and
      Bansal, Mohit and
      Wu, Chien-Sheng",
    booktitle = "The Fourteenth International Conference on Learning Representations",
    year = "2026",
}
                    

@inproceedings{venkit2026deeptrace,
    title = "DeepTRACE: Auditing Deep Research AI Systems for Tracking Reliability Across Citations and Evidence",
    author = "Venkit, Pranav Narayanan and
      Laban, Philippe and
      Zhou, Yilun and
      Huang, Kung-Hsiang and
      Mao, Yixin and
      Wu, Chien-Sheng",
    booktitle = "The Fourteenth International Conference on Learning Representations",
    year = "2026",
}
                    

@inproceedings{choubey2025benchmarking,
    title = "Benchmarking Deep Search over Heterogeneous Enterprise Data",
    author = "Choubey, Prafulla Kumar and
      Peng, Xiangyu and
      Bhagavath, Shilpa and
      Huang, Kung-Hsiang and
      Xiong, Caiming and
      Wu, Chien-Sheng",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    year = "2025",
}
                    

@article{qiu2025cross,
  title     = {Multimodal Cultural Safety: Evaluation Frameworks and Alignment Strategies},
  author    = {Qiu, Haoyi and Huang, Kung-Hsiang and Zheng, Ruichen and Sun, Jiao and Peng, Nanyun},
  year      = {2025},
  journal   = {Transactions on Machine Learning Research (TMLR)}
}
                    

@inproceedings{huang-etal-2025-cogalign,
title = "Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding",
author = "Huang, Kung-Hsiang  and
  Qin, Can  and
  Qiu, Haoyi  and
  Laban, Philippe  and
  Joty, Shafiq  and
  Xiong, Caiming  and
  Wu, Chien-Sheng",
year = "2025",
booktitle = "Findings of the Association for Computational Linguistics: ACL 2025",
}
                    

@inproceedings{hoang-etal-2025-lam-simulator,
title = "LAM SIMULATOR: Advancing Data Generation for Large Action Models Trainings via Online Exploration and Feedback Simulation",
author = "Hoang, Thai  and
  Huang, Kung-Hsiang  and
  Kokane, Shirley  and
  Zhang, Jianguo  and
  Liu, Zuxin  and
  Zhu, Ming  and
  Grigsby, Jake  and
  Lan, Tian  and
  Ryoo, Michael S  and
  Wu, Chien-Sheng  and
  Heinecke, Shelby  and
  Wang, Huan  and
  Savarese, Silvio  and
  Xiong, Caiming  and
  Niebles, Juan Carlos",
booktitle = "Findings of the Association for Computational Linguistics: ACL 2025",
}
                    

@inproceedings{zhou-etal-2025-m2-tabfact,
title = "M2-TabFact: Multi-Document Multi-Modal Fact Verification with Visual and Textual Representations of Tabular Data",
author = "Zhou, Mingyang  and
  Zhang, Lingyu  and
  Horng, Sophia  and
  Chen, Maximillian  and
  Huang, Kung-Hsiang  and
  Chang, Shih-Fu",
year = "2025",
booktitle = "Findings of the Association for Computational Linguistics: ACL 2025",
}
                    

@inproceedings{huang-etal-2025-crmarena,
    title = "CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments",
    author = "Huang, Kung-Hsiang  and
      Prabhakar, Akshara  and
      Dhawan, Sidharth  and
      Mao, Yixin  and
      Wang, Huan  and
      Savarese, Silvio  and
      Xiong, Caiming  and
      Laban, Philippe  and
      Wu, Chien-Sheng",
    booktitle = "Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)",
    year = "2025",
}
                    

@inproceedings{qiu2024evaluating,
      title = "Evaluating Cultural and Social Awareness of LLM Web Agents", 
      author = "Qiu, Haoyi and Fabbri, Alexander R. and Agarwal, Divyansh and Huang, Kung-Hsiang and Tan, Sarah and Peng, Nanyun and Wu, Chien-Sheng",
      booktitle = "Findings of the Association for Computational Linguistics: NAACL 2025",
      year = "2025",
}