Q. Lin | 刘均 | 西安交通大学https://liujun-xjtu.github.io/zh/authors/q.-lin/Q. LinHugoBlox Kit (https://hugoblox.com)zh-HansThu, 01 Jan 2026 00:00:00 +0000Explainable Visual Question Answering: A Survey on Methods, Datasets and Evaluationhttps://liujun-xjtu.github.io/zh/publication/explainable-visual-question-answering-a-survey-on-methods-datasets-and-evaluation/Thu, 01 Jan 2026 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/explainable-visual-question-answering-a-survey-on-methods-datasets-and-evaluation/Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Methodhttps://liujun-xjtu.github.io/zh/publication/exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method/Thu, 01 Jan 2026 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method/MAPS: Multi-Agent Personality Shaping for Collaborative Reasoninghttps://liujun-xjtu.github.io/zh/publication/maps-multi-agent-personality-shaping-for-collaborative-reasoning/Thu, 01 Jan 2026 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/maps-multi-agent-personality-shaping-for-collaborative-reasoning/MARS: Multi-Agent Adaptive Reasoning with Socratic Guidance for Automated Prompt Optimizationhttps://liujun-xjtu.github.io/zh/publication/mars-multi-agent-adaptive-reasoning-with-socratic-guidance-for-automated-prompt-optimization/Thu, 01 Jan 2026 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/mars-multi-agent-adaptive-reasoning-with-socratic-guidance-for-automated-prompt-optimization/MAXS: Meta-Adaptive Exploration with LLM Agentshttps://liujun-xjtu.github.io/zh/publication/maxs-meta-adaptive-exploration-with-llm-agents/Thu, 01 Jan 2026 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/maxs-meta-adaptive-exploration-with-llm-agents/MUR: Momentum Uncertainty guided Reasoning for Large Language Modelshttps://liujun-xjtu.github.io/zh/publication/mur-momentum-uncertainty-guided-reasoning-for-large-language-models/Thu, 01 Jan 2026 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/mur-momentum-uncertainty-guided-reasoning-for-large-language-models/Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinementhttps://liujun-xjtu.github.io/zh/publication/towards-efficient-and-robust-linguistic-emotion-diagnosis-for-mental-health-via-multi-agent-instruct/Thu, 01 Jan 2026 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/towards-efficient-and-robust-linguistic-emotion-diagnosis-for-mental-health-via-multi-agent-instruct/Are Large Language Models Really Good Logical Reasoners? A Comprehensive Evaluation and Beyondhttps://liujun-xjtu.github.io/zh/publication/are-large-language-models-really-good-logical-reasoners-a-comprehensive-evaluation-and-beyond/Wed, 01 Jan 2025 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/are-large-language-models-really-good-logical-reasoners-a-comprehensive-evaluation-and-beyond/Decoding: Adaptive Foresight Sampling for Balanced Inference-Time Exploration and Exploitationhttps://liujun-xjtu.github.io/zh/publication/decoding-adaptive-foresight-sampling-for-balanced-inference-time-exploration-and-exploitation/Wed, 01 Jan 2025 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/decoding-adaptive-foresight-sampling-for-balanced-inference-time-exploration-and-exploitation/GlFoMR: A Glance-then-Focus Multimodal Reasoning Framework for Diagram Question Answeringhttps://liujun-xjtu.github.io/zh/publication/glfomr-a-glance-then-focus-multimodal-reasoning-framework-for-diagram-question-answering/Wed, 01 Jan 2025 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/glfomr-a-glance-then-focus-multimodal-reasoning-framework-for-diagram-question-answering/Rethinking Continual Knowledge Graph Embedding: Benchmarks and Analysishttps://liujun-xjtu.github.io/zh/publication/rethinking-continual-knowledge-graph-embedding-benchmarks-and-analysis/Wed, 01 Jan 2025 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/rethinking-continual-knowledge-graph-embedding-benchmarks-and-analysis/A Semantic Mention Graph Augmented Model for Document-Level Event Argument Extractionhttps://liujun-xjtu.github.io/zh/publication/a-semantic-mention-graph-augmented-model-for-document-level-event-argument-extraction/Mon, 01 Jan 2024 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/a-semantic-mention-graph-augmented-model-for-document-level-event-argument-extraction/PathReasoner: Modeling Reasoning Path with Equivalent Extension for Logical Question Answeringhttps://liujun-xjtu.github.io/zh/publication/pathreasoner-modeling-reasoning-path-with-equivalent-extension-for-logical-question-answering/Mon, 01 Jan 2024 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/pathreasoner-modeling-reasoning-path-with-equivalent-extension-for-logical-question-answering/Untargeted Adversarial Attack on Knowledge Graph Embeddingshttps://liujun-xjtu.github.io/zh/publication/untargeted-adversarial-attack-on-knowledge-graph-embeddings/Mon, 01 Jan 2024 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/untargeted-adversarial-attack-on-knowledge-graph-embeddings/Mind Reasoning Manners: Enhancing Type Perception for Generalized Zero-shot Logical Reasoning over Texthttps://liujun-xjtu.github.io/zh/publication/mind-reasoning-manners-enhancing-type-perception-for-generalized-zero-shot-logical-reasoning-over-te/Sun, 01 Jan 2023 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/mind-reasoning-manners-enhancing-type-perception-for-generalized-zero-shot-logical-reasoning-over-te/MoCA: Incorporating Domain Pretraining and Cross Attention for Textbook Question Answeringhttps://liujun-xjtu.github.io/zh/publication/moca-incorporating-domain-pretraining-and-cross-attention-for-textbook-question-answering/Sun, 01 Jan 2023 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/moca-incorporating-domain-pretraining-and-cross-attention-for-textbook-question-answering/TECHS: Temporal Logical Graph Networks for Explainable Extrapolation Reasoninghttps://liujun-xjtu.github.io/zh/publication/techs-temporal-logical-graph-networks-for-explainable-extrapolation-reasoning/Sun, 01 Jan 2023 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/techs-temporal-logical-graph-networks-for-explainable-extrapolation-reasoning/Fusing Topology Contexts and Logical Rules in Language Models for KG Completionhttps://liujun-xjtu.github.io/zh/publication/fusing-topology-contexts-and-logical-rules-in-language-models-for-kg-completion/Sat, 01 Jan 2022 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/fusing-topology-contexts-and-logical-rules-in-language-models-for-kg-completion/Incorporating Context Graph with Logical Reasoning for Inductive Relation Predictionhttps://liujun-xjtu.github.io/zh/publication/incorporating-context-graph-with-logical-reasoning-for-inductive-relation-prediction/Sat, 01 Jan 2022 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/incorporating-context-graph-with-logical-reasoning-for-inductive-relation-prediction/Inductive Relation Prediction with Logical Reasoning Using Contrastive Representationshttps://liujun-xjtu.github.io/zh/publication/inductive-relation-prediction-with-logical-reasoning-using-contrastive-representations/Sat, 01 Jan 2022 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/inductive-relation-prediction-with-logical-reasoning-using-contrastive-representations/Logiformer: A Two-Branch Graph Transformer Network for Interpretable Logical Reasoninghttps://liujun-xjtu.github.io/zh/publication/logiformer-a-two-branch-graph-transformer-network-for-interpretable-logical-reasoning/Sat, 01 Jan 2022 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/logiformer-a-two-branch-graph-transformer-network-for-interpretable-logical-reasoning/MuL-GRN: Multi-Level Graph Relation Network for Few-Shot Node Classificationhttps://liujun-xjtu.github.io/zh/publication/mul-grn-multi-level-graph-relation-network-for-few-shot-node-classification/Sat, 01 Jan 2022 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/mul-grn-multi-level-graph-relation-network-for-few-shot-node-classification/Spatial-Semantic Collaborative Graph Network for Textbook Question Answeringhttps://liujun-xjtu.github.io/zh/publication/spatial-semantic-collaborative-graph-network-for-textbook-question-answering/Sat, 01 Jan 2022 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/spatial-semantic-collaborative-graph-network-for-textbook-question-answering/Contrastive Graph Representations for Logical Formulas Embeddinghttps://liujun-xjtu.github.io/zh/publication/contrastive-graph-representations-for-logical-formulas-embedding/Fri, 01 Jan 2021 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/contrastive-graph-representations-for-logical-formulas-embedding/Multi-Task Learning for Visual Question Answeringhttps://liujun-xjtu.github.io/zh/publication/multi-task-learning-for-visual-question-answering/Fri, 01 Jan 2021 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/multi-task-learning-for-visual-question-answering/Rule-Enhanced Iterative Complementation for Knowledge Graph Reasoninghttps://liujun-xjtu.github.io/zh/publication/rule-enhanced-iterative-complementation-for-knowledge-graph-reasoning/Fri, 01 Jan 2021 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/rule-enhanced-iterative-complementation-for-knowledge-graph-reasoning/Jointly Optimized Neural Coreference Resolution with Mutual Attentionhttps://liujun-xjtu.github.io/zh/publication/jointly-optimized-neural-coreference-resolution-with-mutual-attention/Tue, 01 Jan 2019 00:00:00 +0000https://liujun-xjtu.github.io/zh/publication/jointly-optimized-neural-coreference-resolution-with-mutual-attention/