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Xuming Hu

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

96

Venues

14

Active years

2020–2026

Best venue rank

A*

Where they publish

Papers

96 indexed papers, newest first.

YearVenueTitleAuthors
2026AAAISharp Eyes and Memory for VideoLLMs: Information-Aware Visual Token Pruning for Efficient and Reliable VideoLLM Reasoning.Jialong Qin, Xin Zou, Di Lu, Yibo Yan, Xuming Hu
2026AAAIDualScope: Capturing Critical Spatial and Temporal Cues for Distracted Driving Activity Recognition.Zhijie Qiu, Shuaibo Li, Laixin Zhang, Xuming Hu, Wei Ma
2026AAAIDeconstructing Pre-training: Knowledge Attribution Analysis in MoE and Dense Models.Bo Wang, Junzhuo Li, Hong Chen, Yuanlin Chu, Yuxuan Fan, Xuming Hu
2026ACLThinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs.Yubo Gao, Haotian Wu, Hong Chen, Junquan Huang, Yibo Yan, Jungang Li, Zihao Dongfang, Sicheng Tao, Puay Siew Tan, Jie Zhang, Xuming Hu
2026ACLAre We Using the Right Benchmark: An Evaluation Framework for Visual Token Compression Methods.Chenfei Liao, Wensong Wang, Zichen Wen, Xu Zheng, Yiyu Wang, Haocong He, Yuanhuiyi Lyu, Lutao Jiang, Xin Zou, Yuqian Fu, Bin Ren, Linfeng Zhang, Xuming Hu
2026ACLOptimal Expert-Attention Allocation in Mixture-of-Experts: A Scalable Law for Dynamic Model Design.Junzhuo Li, Peijie Jiang, Changxin Tian, Jia Liu, Zhiqiang Zhang, Xuming Hu
2026ACLVision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering.Shuliang Liu, Songbo Yang, Dong Fang, Sihang Jia, Yuqi Tang, Lingfeng Su, Ruoshui Peng, Yibo Yan, Xin Zou, Xuming Hu
2026ACLStreamMeCo: Long-Term Agent Memory Compression for Efficient Streaming Video Understanding.Junxi Wang, Te Sun, Jiayi Zhu, Junxian Li, Haowen Xu, Zichen Wen, Xuming Hu, Zhiyu Li, Linfeng Zhang
2026ACLSculpting the Vector Space: Towards Efficient Multi-Vector Visual Document Retrieval via Prune-then-Merge Framework.Yibo Yan, Mingdong Ou, Yi Cao, Xin Zou, Jiahao Huo, Shuliang Liu, James T. Kwok, Xuming Hu
2026ACLErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection.Yibo Yan, Shen Wang, Jiahao Huo, Hang Li, Boyan Li, Jiamin Su, Xiong Gao, Yifan Zhang, Tianlong Xu, Zhendong Chu, Aoxiao Zhong, Kun Wang, Hui Xiong, Philip S. Yu, Xuming Hu, Qingsong Wen
2026ACLPosition: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning.Yibo Yan, Shen Wang, Jiahao Huo, Jingheng Ye, Zhendong Chu, Xuming Hu, Philip S. Yu, Carla P. Gomes, Bart Selman, Qingsong Wen
2026DASFAADiscrimination Matters: A Simple but Effective Method for Zero-Shot Relation Triplet Extraction.Yi Song, Qing Cheng, Tieyun Qian, Lixin Zou, Xuming Hu, Wanli Li, Zaiwen Feng
2026KDDUntitled recordSiyuan Li, Jian Chen, Rui Yao, Xuming Hu, Peilin Zhou, Weihua Qiu, Simin Zhang, Chucheng Dong, Zhiyao Li, Qipeng Xie, Zixuan Yuan
2026KDDCSSG: A Continuous Spatio-temporal Graph Learning Framework with Scalable Spatial Granularity.Kaiwen Xia, Li Lin, Qi Zhang, Xinrui Zhang, Shuai Wang, Xuming Hu, Philip S. Yu
2025ACLData Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning.Shaobo Wang, Xiangqi Jin, Ziming Wang, Jize Wang, Jiajun Zhang, Kaixin Li, Zichen Wen, Zhong Li, Conghui He, Xuming Hu, Linfeng Zhang
2025ACLSafeEraser: Enhancing Safety in Multimodal Large Language Models through Multimodal Machine Unlearning.Junkai Chen, Zhijie Deng, Kening Zheng, Yibo Yan, Shuliang Liu, PeiJun Wu, Peijie Jiang, Jia Liu, Xuming Hu
2025ACLCapturing Nuanced Preferences: Preference-Aligned Distillation for Small Language Models.Yanggan Gu, Junzhuo Li, Sirui Huang, Xin Zou, Zhenghua Li, Xuming Hu
2025ACLUnlocking Speech Instruction Data Potential with Query Rewriting.Yonghua Hei, Yibo Yan, Shuliang Liu, Huiyu Zhou, Linfeng Zhang, Xuming Hu
2025ACLStructFact: Reasoning Factual Knowledge from Structured Data with Large Language Models.Sirui Huang, Yanggan Gu, Zhonghao Li, Xuming Hu, Qing Li, Guandong Xu
2025ACLMMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models.Jiahao Huo, Yibo Yan, Xu Zheng, Yuanhuiyi Lyu, Xin Zou, Zhihua Wei, Xuming Hu
2025ACLRethinking the Roles of Large Language Models in Chinese Grammatical Error Correction.Yinghui Li, Shang Qin, Jingheng Ye, Haojing Huang, Yangning Li, Shu-Yu Guo, Libo Qin, Xuming Hu, Wenhao Jiang, Hai-Tao Zheng, Philip S. Yu
2025ACLA Survey on Proactive Defense Strategies Against Misinformation in Large Language Models.Shuliang Liu, Hongyi Liu, Aiwei Liu, Bingchen Duan, Zheng Qi, Yibo Yan, He Geng, Peijie Jiang, Jia Liu, Xuming Hu
2025ACLDecoding Knowledge Attribution in Mixture-of-Experts: A Framework of Basic-Refinement Collaboration and Efficiency Analysis.Junzhuo Li, Bo Wang, Xiuze Zhou, Peijie Jiang, Jia Liu, Xuming Hu
2025ACLCan LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation?Leyi Pan, Aiwei Liu, Shiyu Huang, Yijian Lu, Xuming Hu, Lijie Wen, Irwin King, Philip S. Yu
2025ACLEssayJudge: A Multi-Granular Benchmark for Assessing Automated Essay Scoring Capabilities of Multimodal Large Language Models.Jiamin Su, Yibo Yan, Fangteng Fu, Zhang Han, Jingheng Ye, Xiang Liu, Jiahao Huo, Huiyu Zhou, Xuming Hu
2025ACLUAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models.Boyang Xue, Fei Mi, Qi Zhu, Hongru Wang, Rui Wang, Sheng Wang, Erxin Yu, Xuming Hu, Kam-Fai Wong
2025ACLMathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection.Yibo Yan, Shen Wang, Jiahao Huo, Philip S. Yu, Xuming Hu, Qingsong Wen
2025ACLA Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges.Yibo Yan, Jiamin Su, Jianxiang He, Fangteng Fu, Xu Zheng, Yuanhuiyi Lyu, Kun Wang, Shen Wang, Qingsong Wen, Xuming Hu
2025ACLReefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models.Kening Zheng, Junkai Chen, Yibo Yan, Xin Zou, Huiyu Zhou, Xuming Hu
2025CVPRICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models.Junzhe Chen, Tianshu Zhang, Shiyu Huang, Yuwei Niu, Linfeng Zhang, Lijie Wen, Xuming Hu
2025CVPRDataset Distillation with Neural Characteristic Function: A Minmax Perspective.Shaobo Wang, Yicun Yang, Zhiyuan Liu, Chenghao Sun, Xuming Hu, Conghui He, Linfeng Zhang
2025CVPRBenchmarking Multi-modal Semantic Segmentation under Sensor Failures: Missing and Noisy Modality Robustness.Chenfei Liao, Kaiyu Lei, Xu Zheng, Junha Moon, Zhixiong Wang, Yixuan Wang, Danda Pani Paudel, Luc Van Gool, Xuming Hu
2025EMNLPDeKeyNLU: Enhancing Natural Language to SQL Generation through Task Decomposition and Keyword Extraction.Jian Chen, Zhenyan Chen, Xuming Hu, Peilin Zhou, Yining Hua, Han Fang, Cissy Hing Yee Choy, Xinmei Ke, Jingfeng Luo, Zixuan Yuan
2025EMNLPLLM Agents for Education: Advances and Applications.Zhendong Chu, Shen Wang, Jian Xie, Tinghui Zhu, Yibo Yan, Jingheng Ye, Aoxiao Zhong, Xuming Hu, Jing Liang, Philip S. Yu, Qingsong Wen
2025EMNLPPhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions.Song Dai, Yibo Yan, Jiamin Su, Dongfang Zihao, Yubo Gao, Yonghua Hei, Jungang Li, Junyan Zhang, Sicheng Tao, Zhuoran Gao, Xuming Hu
2025EMNLPExploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios.Yunkai Dang, Mengxi Gao, Yibo Yan, Xin Zou, Yanggan Gu, Jungang Li, Jingyu Wang, Peijie Jiang, Aiwei Liu, Jia Liu, Xuming Hu
2025EMNLPPierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis.Haoming Huang, Yibo Yan, Jiahao Huo, Xin Zou, Xinfeng Li, Kun Wang, Xuming Hu
2025EMNLPVLA-Mark: A cross modal watermark for large vision-language alignment models.Shuliang Liu, Zheng Qi, Jesse Jiaxi Xu, Yibo Yan, Junyan Zhang, He Geng, Aiwei Liu, Peijie Jiang, Jia Liu, Yik-Cheung Tam, Xuming Hu
2025EMNLPDynamic Expert Specialization: Towards Catastrophic Forgetting-Free Multi-Domain MoE Adaptation.Junzhuo Li, Bo Wang, Xiuze Zhou, Xuming Hu
2025EMNLPInternal Chain-of-Thought: Empirical Evidence for Layer-wise Subtask Scheduling in LLMs.Zhipeng Yang, Junzhuo Li, Siyu Xia, Xuming Hu
2025EMNLPDo BERT-Like Bidirectional Models Still Perform Better on Text Classification in the Era of LLMs?Junyan Zhang, Yiming Huang, Shuliang Liu, Yubo Gao, Xuming Hu
2025ICASSPMulti-view Hypergraph-based Contrastive Learning Model for Cold-Start Micro-video Recommendation.Sisuo Lyu, Xiuze Zhou, Xuming Hu
2025ICCVLazyMAR: Accelerating Masked Autoregressive Models Via Feature Caching.Feihong Yan, Qingyan Wei, Jiayi Tang, Jiajun Li, Yulin Wang, Xuming Hu, Huiqi Li, Linfeng Zhang
2025ICCVReducing Unimodal Bias in Multi-Modal Semantic Segmentation With Multi-Scale Functional Entropy Regularization.Xu Zheng, Yuanhuiyi Lyu, Lutao Jiang, Danda Pani Paudel, Luc Van Gool, Xuming Hu
2025ICCVOmniSAM: Omnidirectional Segment Anything Model for UDA in Panoramic Semantic Segmentation.Ding Zhong, Xu Zheng, Chenfei Liao, Yuanhuiyi Lyu, Jialei Chen, Shengyang Wu, Linfeng Zhang, Xuming Hu
2025ICDEUltraWiki: Ultra-Fine-Grained Entity Set Expansion with Negative Seed Entities.Yangning Li, Qingsong Lv, Tianyu Yu, Yinghui Li, Xuming Hu, Wenhao Jiang, Haitao Zheng, Hui Wang
2025ICLRGnothi Seauton: Empowering Faithful Self-Interpretability in Black-Box Transformers.Shaobo Wang, Hongxuan Tang, Mingyang Wang, Hongrui Zhang, Xuyang Liu, Weiya Li, Xuming Hu, Linfeng Zhang
2025ICLRCan Watermarked LLMs be Identified by Users via Crafted Prompts?Aiwei Liu, Sheng Guan, Yiming Liu, Leyi Pan, Yifei Zhang, Liancheng Fang, Lijie Wen, Philip S. Yu, Xuming Hu
2025ICLRMitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality.Guanyu Zhou, Yibo Yan, Xin Zou, Kun Wang, Aiwei Liu, Xuming Hu
2025ICMLLook Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models.Xin Zou, Yizhou Wang, Yibo Yan, Yuanhuiyi Lyu, Kening Zheng, Sirui Huang, Junkai Chen, Peijie Jiang, Jia Liu, Chang Tang, Xuming Hu
2025ICMLOneForecast: A Universal Framework for Global and Regional Weather Forecasting.Yuan Gao, Hao Wu, Ruiqi Shu, Huanshuo Dong, Fan Xu, Rui Ray Chen, Yibo Yan, Qingsong Wen, Xuming Hu, Kun Wang, Jiahao Wu, Qing Li, Hui Xiong, Xiaomeng Huang
2025ICMLRealRAG: Retrieval-augmented Realistic Image Generation via Self-reflective Contrastive Learning.Yuanhuiyi Lyu, Xu Zheng, Lutao Jiang, Yibo Yan, Xin Zou, Huiyu Zhou, Linfeng Zhang, Xuming Hu
2025NAACLPolyJoin: Semantic Multi-key Joinable Table Search in Data Lakes.Xuming Hu, Chuan Lei, Xiao Qin, Asterios Katsifodimos, Christos Faloutsos, Huzefa Rangwala
2025NAACLDiscoverGPT: Multi-task Fine-tuning Large Language Model for Related Table Discovery.Xuming Hu, Xiao Qin, Chuan Lei, Asterios Katsifodimos, Zhengyuan Shen, Balasubramaniam Srinivasan, Huzefa Rangwala
2025SIGIRUntitled recordSirui Huang, Hanqian Li, Yanggan Gu, Xuming Hu, Qing Li, Guandong Xu
2024AAAIThree Heads Are Better than One: Improving Cross-Domain NER with Progressive Decomposed Network.Xuming Hu, Zhaochen Hong, Yong Jiang, Zhichao Lin, Xiaobin Wang, Pengjun Xie, Philip S. Yu
2024ACLLLMArena: Assessing Capabilities of Large Language Models in Dynamic Multi-Agent Environments.Junzhe Chen, Xuming Hu, Shuodi Liu, Shiyu Huang, Wei-Wei Tu, Zhaofeng He, Lijie Wen
2024ACLEvaluating Robustness of Generative Search Engine on Adversarial Factoid Questions.Xuming Hu, Xiaochuan Li, Junzhe Chen, Yinghui Li, Yangning Li, Xiaoguang Li, Yasheng Wang, Qun Liu, Lijie Wen, Philip S. Yu, Zhijiang Guo
2024ACLOn the Robustness of Document-Level Relation Extraction Models to Entity Name Variations.Shiao Meng, Xuming Hu, Aiwei Liu, Fukun Ma, Yawen Yang, Shuang Li, Lijie Wen
2024EMNLPMMNeuron: Discovering Neuron-Level Domain-Specific Interpretation in Multimodal Large Language Model.Jiahao Huo, Yibo Yan, Boren Hu, Yutao Yue, Xuming Hu
2024EMNLPRefiner: Restructure Retrieved Content Efficiently to Advance Question-Answering Capabilities.Zhonghao Li, Xuming Hu, Aiwei Liu, Kening Zheng, Sirui Huang, Hui Xiong
2024EMNLPLongGenBench: Long-context Generation Benchmark.Xiang Liu, Peijie Dong, Xuming Hu, Xiaowen Chu
2024EMNLPUnraveling Babel: Exploring Multilingual Activation Patterns of LLMs and Their Applications.Weize Liu, Yinlong Xu, Hongxia Xu, Jintai Chen, Xuming Hu, Jian Wu
2024EMNLPMarkLLM: An Open-Source Toolkit for LLM Watermarking.Leyi Pan, Aiwei Liu, Zhiwei He, Zitian Gao, Xuandong Zhao, Yijian Lu, Binglin Zhou, Shuliang Liu, Xuming Hu, Lijie Wen, Irwin King, Philip S. Yu
2024ICLRTowards Understanding Factual Knowledge of Large Language Models.Xuming Hu, Junzhe Chen, Xiaochuan Li, Yufei Guo, Lijie Wen, Philip S. Yu, Zhijiang Guo
2024ICLRAn Unforgeable Publicly Verifiable Watermark for Large Language Models.Aiwei Liu, Leyi Pan, Xuming Hu, Shuang Li, Lijie Wen, Irwin King, Philip S. Yu
2024ICLRA Semantic Invariant Robust Watermark for Large Language Models.Aiwei Liu, Leyi Pan, Xuming Hu, Shiao Meng, Lijie Wen
2024NAACLMind's Mirror: Distilling Self-Evaluation Capability and Comprehensive Thinking from Large Language Models.Weize Liu, Guocong Li, Kai Zhang, Bang Du, Qiyuan Chen, Xuming Hu, Hongxia Xu, Jintai Chen, Jian Wu
2024SIGIRPreventing and Detecting Misinformation Generated by Large Language Models.Aiwei Liu, Qiang Sheng, Xuming Hu
2023AAAIGraph Component Contrastive Learning for Concept Relatedness Estimation.Yueen Ma, Zixing Song, Xuming Hu, Jingjing Li, Yifei Zhang, Irwin King
2023ACLMultimodal Relation Extraction with Cross-Modal Retrieval and Synthesis.Xuming Hu, Zhijiang Guo, Zhiyang Teng, Irwin King, Philip S. Yu
2023ACLEntity-to-Text based Data Augmentation for various Named Entity Recognition Tasks.Xuming Hu, Yong Jiang, Aiwei Liu, Zhongqiang Huang, Pengjun Xie, Fei Huang, Lijie Wen, Philip S. Yu
2023ACLGDA: Generative Data Augmentation Techniques for Relation Extraction Tasks.Xuming Hu, Aiwei Liu, Zeqi Tan, Xin Zhang, Chenwei Zhang, Irwin King, Philip S. Yu
2023ACLAutomatic Table Union Search with Tabular Representation Learning.Xuming Hu, Shen Wang, Xiao Qin, Chuan Lei, Zhengyuan Shen, Christos Faloutsos, Asterios Katsifodimos, George Karypis, Lijie Wen, Philip S. Yu
2023ACLEnhancing Cross-lingual Natural Language Inference by Soft Prompting with Multilingual Verbalizer.Shuang Li, Xuming Hu, Aiwei Liu, Yawen Yang, Fukun Ma, Philip S. Yu, Lijie Wen
2023ACLExploring the Compositional Generalization in Context Dependent Text-to-SQL Parsing.Aiwei Liu, Wei Liu, Xuming Hu, Shuang Li, Fukun Ma, Yawen Yang, Lijie Wen
2023ACLAMR-based Network for Aspect-based Sentiment Analysis.Fukun Ma, Xuming Hu, Aiwei Liu, Yawen Yang, Shuang Li, Philip S. Yu, Lijie Wen
2023EMNLPRAPL: A Relation-Aware Prototype Learning Approach for Few-Shot Document-Level Relation Extraction.Shiao Meng, Xuming Hu, Aiwei Liu, Shuang Li, Fukun Ma, Yawen Yang, Lijie Wen
2023ICASSPGaussian Prior Reinforcement Learning for Nested Named Entity Recognition.Yawen Yang, Xuming Hu, Fukun Ma, Shu'ang Li, Aiwei Liu, Lijie Wen, Philip S. Yu
2023SIGIRMultimodal Named Entity Recognition and Relation Extraction with Retrieval-Augmented Strategy.Xuming Hu
2023SIGIRSelfLRE: Self-refining Representation Learning for Low-resource Relation Extraction.Xuming Hu, Junzhe Chen, Shiao Meng, Lijie Wen, Philip S. Yu
2023SIGIRMR2: A Benchmark for Multimodal Retrieval-Augmented Rumor Detection in Social Media.Xuming Hu, Zhijiang Guo, Junzhe Chen, Lijie Wen, Philip S. Yu
2023SIGIRRead it Twice: Towards Faithfully Interpretable Fact Verification by Revisiting Evidence.Xuming Hu, Zhaochen Hong, Zhijiang Guo, Lijie Wen, Philip S. Yu
2023SIGIRThink Rationally about What You See: Continuous Rationale Extraction for Relation Extraction.Xuming Hu, Zhaochen Hong, Chenwei Zhang, Irwin King, Philip S. Yu
2022COLINGScene Graph Modification as Incremental Structure Expanding.Xuming Hu, Zhijiang Guo, Yu Fu, Lijie Wen, Philip S. Yu
2022COLINGDomain-Specific NER via Retrieving Correlated Samples.Xin Zhang, Yong Jiang, Xiaobin Wang, Xuming Hu, Yueheng Sun, Pengjun Xie, Meishan Zhang
2022EMNLPCharacter-level White-Box Adversarial Attacks against Transformers via Attachable Subwords Substitution.Aiwei Liu, Honghai Yu, Xuming Hu, Shu'ang Li, Li Lin, Fukun Ma, Yawen Yang, Lijie Wen
2022EMNLPQuery-based Instance Discrimination Network for Relational Triple Extraction.Zeqi Tan, Yongliang Shen, Xuming Hu, Wenqi Zhang, Xiaoxia Cheng, Weiming Lu, Yueting Zhuang
2022ICASSPPair-Level Supervised Contrastive Learning for Natural Language Inference.Shuang Li, Xuming Hu, Li Lin, Lijie Wen
2022KDDSemantic Enhanced Text-to-SQL Parsing via Iteratively Learning Schema Linking Graph.Aiwei Liu, Xuming Hu, Li Lin, Lijie Wen
2022NAACLCHEF: A Pilot Chinese Dataset for Evidence-Based Fact-Checking.Xuming Hu, Zhijiang Guo, Guanyu Wu, Aiwei Liu, Lijie Wen, Philip S. Yu
2022NAACLHiURE: Hierarchical Exemplar Contrastive Learning for Unsupervised Relation Extraction.Shuliang Liu, Xuming Hu, Chenwei Zhang, Shu'ang Li, Lijie Wen, Philip S. Yu
2022SIGIRWhat Makes the Story Forward?: Inferring Commonsense Explanations as Prompts for Future Event Generation.Li Lin, Yixin Cao, Lifu Huang, Shu'ang Li, Xuming Hu, Lijie Wen, Jianmin Wang
2021EMNLPSemi-supervised Relation Extraction via Incremental Meta Self-Training.Xuming Hu, Chenwei Zhang, Fukun Ma, Chenyao Liu, Lijie Wen, Philip S. Yu
2021EMNLPGradient Imitation Reinforcement Learning for Low Resource Relation Extraction.Xuming Hu, Chenwei Zhang, Yawen Yang, Xiaohe Li, Li Lin, Lijie Wen, Philip S. Yu
2020EMNLPSelfORE: Self-supervised Relational Feature Learning for Open Relation Extraction.Xuming Hu, Lijie Wen, Yusong Xu, Chenwei Zhang, Philip S. Yu