Tat-Seng Chua

LLaVA-UHD v2: Exploiting Hierarchical Vision Granularity in MLLMs via Inverse Semantic Pyramid AAAI 2026 Logic Unseen: Revealing the Logical Blindspots of Vision-Language Models AAAI 2026 DreamDPO: Aligning Text-to-3D Generation with Human Preferences via Direct Preference Optimization ICML 2025 Long-Term TalkingFace Generation via Motion-Prior Conditional Diffusion Model ICML 2025 Causal-Entity Reflected Egocentric Traffic Accident Video Synthesis ICCV 2025 Benchmarking Multimodal CoT Reward Model Stepwise by Visual Program ICCV 2025 Uncertainty-Driven Expert Control: Enhancing the Reliability of Medical Vision-Language Models ICCV 2025 Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization ACL 2025 G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models ACL 2025 Self-Improvement Towards Pareto Optimality: Mitigating Preference Conflicts in Multi-Objective Alignment ACL 2025 Personalized Generation In Large Model Era: A Survey ACL 2025 MPO: Multilingual Safety Alignment via Reward Gap Optimization ACL 2025 Length Controlled Generation for Black-box LLMs ACL 2025 Beware of Your Po! Measuring and Mitigating AI Safety Risks in Role-Play Fine-Tuning of LLMs ACL 2025 Personalized Text Generation with Contrastive Activation Steering ACL 2025 Knowledge Boundary of Large Language Models: A Survey ACL 2025 Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence ACL 2025 Boosting Virtual Agent Learning and Reasoning: A Step-Wise, Multi-Dimensional, and Generalist Reward Model with Benchmark ICML 2025 FOCoOp: Enhancing Out-of-Distribution Robustness in Federated Prompt Learning for Vision-Language Models ICML 2025 AnyEdit: Edit Any Knowledge Encoded in Language Models ICML 2025 On Path to Multimodal Generalist: General-Level and General-Bench ICML 2025 Learning 4D Panoptic Scene Graph Generation from Rich 2D Visual Scene CVPR 2025 Universal Scene Graph Generation CVPR 2025 Zero-1-to-A: Zero-Shot One Image to Animatable Head Avatars Using Video Diffusion CVPR 2025 Media Source Matters More Than Content: Unveiling Political Bias in LLM-Generated Citations EMNLP 2025 FACT-AUDIT: An Adaptive Multi-Agent Framework for Dynamic Fact-Checking Evaluation of Large Language Models ACL 2025 How to Enable Effective Cooperation Between Humans and NLP Models: A Survey of Principles, Formalizations, and Beyond ACL 2025 AdaSteer: Your Aligned LLM is Inherently an Adaptive Jailbreak Defender EMNLP 2025 Decoding in Latent Spaces for Efficient Inference in LLM-based Recommendation EMNLP 2025 RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness CVPR 2025 SILMM: Self-Improving Large Multimodal Models for Compositional Text-to-Image Generation CVPR 2025 Attend and Enrich: Enhanced Visual Prompt for Zero-Shot Learning AAAI 2025 Combating Multimodal LLM Hallucination via Bottom-Up Holistic Reasoning AAAI 2025 Optimize Incompatible Parameters Through Compatibility-aware Knowledge Integration AAAI 2025 LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph AAAI 2025 Aligning Large Language Models for Faithful Integrity Against Opposing Argument AAAI 2025 A Federated Framework for LLM-based Recommendation NAACL 2025 Hello Again! LLM-powered Personalized Agent for Long-term Dialogue NAACL 2025 Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment ICLR 2025 TIGeR: Unifying Text-to-Image Generation and Retrieval with Large Multimodal Models ICLR 2025 Towards Semantic Equivalence of Tokenization in Multimodal LLM ICLR 2025 AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models ICLR 2025 Language Representations Can be What Recommenders Need: Findings and Potentials ICLR 2025 Bridging Jensen Gap for Max-Min Group Fairness Optimization in Recommendation ICLR 2025 NExT-Mol: 3D Diffusion Meets 1D Language Modeling for 3D Molecule Generation ICLR 2025 Efficient Inference for Large Language Model-based Generative Recommendation ICLR 2025 Neural Causal Graph for Interpretable and Intervenable Classification ICLR 2025 EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question Answering CVPR 2025 Preference Diffusion for Recommendation ICLR 2025 STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training CVPR 2025 Temporally and Distributionally Robust Optimization for Cold-Start Recommendation AAAI 2024 Towards Natural Language-Guided Drones: GeoText-1652 Benchmark with Spatial Relation Matching ECCV 2024 Disentangling Masked Autoencoders for Unsupervised Domain Generalization ECCV 2024 LLaVA-UHD: an LMM Perceiving any Aspect Ratio and High-Resolution Images ECCV 2024 On Softmax Direct Preference Optimization for Recommendation NIPS 2024 Vitron: A Unified Pixel-level Vision LLM for Understanding, Generating, Segmenting, Editing NIPS 2024 ALI-Agent: Assessing LLMs' Alignment with Human Values via Agent-based Evaluation NIPS 2024 Towards Neuron Attributions in Multi-Modal Large Language Models NIPS 2024 A Survey on Neural Question Generation: Methods, Applications, and Prospects IJCAI 2024 NExT-Chat: An LMM for Chat, Detection and Segmentation ICML 2024 NExT-GPT: Any-to-Any Multimodal LLM ICML 2024 Improving Expressive Power of Spectral Graph Neural Networks with Eigenvalue Correction AAAI 2024 GOODAT: Towards Test-Time Graph Out-of-Distribution Detection AAAI 2024 Momentor: Advancing Video Large Language Model with Fine-Grained Temporal Reasoning ICML 2024 Auto-Encoding Morph-Tokens for Multimodal LLM ICML 2024 Fine-tuning Multimodal LLMs to Follow Zero-shot Demonstrative Instructions ICLR 2024 Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization ICLR 2024 Towards 3D Molecule-Text Interpretation in Language Models ICLR 2024 Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents ICLR 2024 Analyzing Temporal Complex Events with Large Language Models? A Benchmark towards Temporal, Long Context Understanding ACL 2024 ProtT3: Protein-to-Text Generation for Text-based Protein Understanding ACL 2024 Chain-of-Exemplar: Enhancing Distractor Generation for Multimodal Educational Question Generation ACL 2024 On the Multi-turn Instruction Following for Conversational Web Agents ACL 2024 CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models ACL 2024 Generative Cross-Modal Retrieval: Memorizing Images in Multimodal Language Models for Retrieval and Beyond ACL 2024 XNLP: An Interactive Demonstration System for Universal Structured NLP ACL 2024 ReactXT: Understanding Molecular “Reaction-ship” via Reaction-Contextualized Molecule-Text Pretraining ACL 2024 STYLE: Improving Domain Transferability of Asking Clarification Questions in Large Language Model Powered Conversational Agents ACL 2024 Distillation Enhanced Generative Retrieval ACL 2024 Doc2SoarGraph: Discrete Reasoning over Visually-Rich Table-Text Documents via Semantic-Oriented Hierarchical Graphs COLING 2024 From Multimodal LLM to Human-level AI: Modality, Instruction, Reasoning, Efficiency and beyond COLING 2024 Think Twice Before Trusting: Self-Detection for Large Language Models through Comprehensive Answer Reflection EMNLP 2024 Ask-before-Plan: Proactive Language Agents for Real-World Planning EMNLP 2024 A Study of Implicit Ranking Unfairness in Large Language Models EMNLP 2024 Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations EMNLP 2024 Don’t Just Say “I don’t know”! Self-aligning Large Language Models for Responding to Unknown Questions with Explanations EMNLP 2024 Strength Lies in Differences! Improving Strategy Planning for Non-collaborative Dialogues via Diversified User Simulation EMNLP 2024 Dysen-VDM: Empowering Dynamics-aware Text-to-Video Diffusion with LLMs CVPR 2024 RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback CVPR 2024 Can I Trust Your Answer? Visually Grounded Video Question Answering CVPR 2024 Discriminative Probing and Tuning for Text-to-Image Generation CVPR 2024 LASO: Language-guided Affordance Segmentation on 3D Object CVPR 2024 Abductive Ego-View Accident Video Understanding for Safe Driving Perception CVPR 2024 Discovering Spatio-Temporal Rationales for Video Question Answering ICCV 2023 LLMDet: A Third Party Large Language Models Generated Text Detection Tool EMNLP 2023 Video-Audio Domain Generalization via Confounder Disentanglement AAAI 2023 Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-Based Active Learning CVPR 2023 A Survey on Proactive Dialogue Systems: Problems, Methods, and Prospects IJCAI 2023 FakeSV: A Multimodal Benchmark with Rich Social Context for Fake News Detection on Short Video Platforms AAAI 2023 Robust Prompt Optimization for Large Language Models Against Distribution Shifts EMNLP 2023 Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators EMNLP 2023 Imagine That! Abstract-to-Intricate Text-to-Image Synthesis with Scene Graph Hallucination Diffusion NIPS 2023 Rethinking Tokenizer and Decoder in Masked Graph Modeling for Molecules NIPS 2023 MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter EMNLP 2023 Visually Grounded Commonsense Knowledge Acquisition AAAI 2023 Prompting and Evaluating Large Language Models for Proactive Dialogues: Clarification, Target-guided, and Non-collaboration EMNLP 2023 A Comprehensive Evaluation of Large Language Models on Legal Judgment Prediction EMNLP 2023 MacLaSa: Multi-Aspect Controllable Text Generation via Efficient Sampling from Compact Latent Space EMNLP 2023 VPGTrans: Transfer Visual Prompt Generator across LLMs NIPS 2023 DiaASQ: A Benchmark of Conversational Aspect-based Sentiment Quadruple Analysis ACL 2023 Two Heads Are Better Than One: Improving Fake News Video Detection by Correlating with Neighbors ACL 2023 Constructing Code-mixed Universal Dependency Forest for Unbiased Cross-lingual Relation Extraction ACL 2023 Improving Named Entity Recognition via Bridge-based Domain Adaptation ACL 2023 Hypothetical Training for Robust Machine Reading Comprehension of Tabular Context ACL 2023 Goal Awareness for Conversational AI: Proactivity, Non-collaborativity, and Beyond ACL 2023 Reasoning Implicit Sentiment with Chain-of-Thought Prompting ACL 2023 Information Screening whilst Exploiting! Multimodal Relation Extraction with Feature Denoising and Multimodal Topic Modeling ACL 2023 Generating Visual Spatial Description via Holistic 3D Scene Understanding ACL 2023 Scene Graph as Pivoting: Inference-time Image-free Unsupervised Multimodal Machine Translation with Visual Scene Hallucination ACL 2023 Cross2StrA: Unpaired Cross-lingual Image Captioning with Cross-lingual Cross-modal Structure-pivoted Alignment ACL 2023 Empowering Collaborative Filtering with Principled Adversarial Contrastive Loss NIPS 2023 Boosting Causal Discovery via Adaptive Sample Reweighting ICLR 2023 Gradient-Regulated Meta-Prompt Learning for Generalizable Vision-Language Models ICCV 2023 Discovering Invariant Rationales for Graph Neural Networks ICLR 2022 Incorporating Bias-aware Margins into Contrastive Loss for Collaborative Filtering NIPS 2022 LasUIE: Unifying Information Extraction with Latent Adaptive Structure-aware Generative Language Model NIPS 2022 Rethinking the Two-Stage Framework for Grounded Situation Recognition AAAI 2022 Video as Conditional Graph Hierarchy for Multi-Granular Question Answering AAAI 2022 Learning to Imagine: Integrating Counterfactual Thinking in Neural Discrete Reasoning ACL 2022 Invariant Grounding for Video Question Answering CVPR 2022 Fine-Grained Scene Graph Generation with Data Transfer ECCV 2022 Video Graph Transformer for Video Question Answering ECCV 2022 ConReader: Exploring Implicit Relations in Contracts for Contract Clause Extraction EMNLP 2022 Video Question Answering: Datasets, Algorithms and Challenges EMNLP 2022 PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance EMNLP 2022 PEVL: Position-enhanced Pre-training and Prompt Tuning for Vision-language Models EMNLP 2022 Semi-supervised New Slot Discovery with Incremental Clustering EMNLP 2022 Let Invariant Rationale Discovery Inspire Graph Contrastive Learning ICML 2022 Neural Quality Estimation with Multiple Hypotheses for Grammatical Error Correction NAACL 2021 How Knowledge Graph and Attention Help? A Qualitative Analysis into Bag-level Relation Extraction IJCNLP 2021 How Knowledge Graph and Attention Help? A Qualitative Analysis into Bag-level Relation Extraction ACL 2021 Empowering Language Understanding with Counterfactual Reasoning ACL 2021 TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance IJCNLP 2021 Towards Multi-Grained Explainability for Graph Neural Networks NIPS 2021 Have We Solved The Hard Problem? It’s Not Easy! Contextual Lexical Contrast as a Means to Probe Neural Coherence AAAI 2021 Conceptualized and Contextualized Gaussian Embedding AAAI 2021 Empowering Language Understanding with Counterfactual Reasoning IJCNLP 2021 TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance ACL 2021 Few-Shot 3D Point Cloud Semantic Segmentation CVPR 2021 NExT-QA: Next Phase of Question-Answering to Explaining Temporal Actions CVPR 2021 Re-examining the Role of Schema Linking in Text-to-SQL EMNLP 2020 Visual Relation Grounding in Videos ECCV 2020 SESS: Self-Ensembling Semi-Supervised 3D Object Detection CVPR 2020 Hyperbolic Visual Embedding Learning for Zero-Shot Recognition CVPR 2020 Semantic Graphs for Generating Deep Questions ACL 2020 Expertise Style Transfer: A New Task Towards Better Communication between Experts and Laymen ACL 2020 Neural Sparse Voxel Fields NIPS 2020 Learning Goal-oriented Dialogue Policy with opposite Agent Awareness AACL 2020 Heuristic Black-Box Adversarial Attacks on Video Recognition Models AAAI 2020 Zero-Shot Ingredient Recognition by Multi-Relational Graph Convolutional Network AAAI 2020 Image Enhanced Event Detection in News Articles AAAI 2020 Solving Sequential Text Classification as Board-Game Playing AAAI 2020 Multi-Source Domain Adaptation for Visual Sentiment Classification AAAI 2020 Mining Unfollow Behavior in Large-Scale Online Social Networks via Spatial-Temporal Interaction AAAI 2020 PEIA: Personality and Emotion Integrated Attentive Model for Music Recommendation on Social Media Platforms AAAI 2020 Exploring and Evaluating Attributes, Values, and Structures for Entity Alignment EMNLP 2020 Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model IJCNLP 2019 TransNFCM: Translation-Based Neural Fashion Compatibility Modeling AAAI 2019 Meta-Transfer Learning for Few-Shot Learning CVPR 2019 A Whole New Ball Game: Harvesting Game Data for Player Profiling AAAI 2019 Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model EMNLP 2019 Enhancing Stock Movement Prediction with Adversarial Training IJCAI 2019 Multi-Channel Graph Neural Network for Entity Alignment ACL 2019 Graph Neural Networks with Generated Parameters for Relation Extraction ACL 2019 Learning to Self-Train for Semi-Supervised Few-Shot Classification NIPS 2019 Low-Resource Name Tagging Learned with Weakly Labeled Data EMNLP 2019 Low-Resource Name Tagging Learned with Weakly Labeled Data IJCNLP 2019 Explainable Reasoning over Knowledge Graphs for Recommendation AAAI 2019 Cross-Domain Depression Detection via Harvesting Social Media IJCAI 2018 Temporally Grounding Natural Sentence in Video EMNLP 2018 Affective Image Content Analysis: A Comprehensive Survey IJCAI 2018 Quality Matters: Assessing cQA Pair Quality via Transductive Multi-View Learning IJCAI 2018 Improving Implicit Recommender Systems with View Data IJCAI 2018 Outer Product-based Neural Collaborative Filtering IJCAI 2018 Depression Detection via Harvesting Social Media: A Multimodal Dictionary Learning Solution IJCAI 2017 SCA-CNN: Spatial and Channel-Wise Attention in Convolutional Networks for Image Captioning CVPR 2017 Representativeness-aware Aspect Analysis for Brand Monitoring in Social Media IJCAI 2017 Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks IJCAI 2017 Visual Translation Embedding Network for Visual Relation Detection CVPR 2017 Online Collaborative Learning for Open-Vocabulary Visual Classifiers CVPR 2016 Generative Topic Embedding: a Continuous Representation of Documents ACL 2016 DrMAD: Distilling Reverse-Mode Automatic Differentiation for Optimizing Hyperparameters of Deep Neural Networks IJCAI 2016 What Does Social Media Say about Your Stress? IJCAI 2016 Interest Inference via Structure-Constrained Multi-Source Multi-Task Learning IJCAI 2015 Learning Image and User Features for Recommendation in Social Networks ICCV 2015 Catch the Black Sheep: Unified Framework for Shilling Attack Detection Based on Fraudulent Action Propagation IJCAI 2015 Answering Opinion Questions on Products by Exploiting Hierarchical Organization of Consumer Reviews EMNLP 2012 Answering Opinion Questions on Products by Exploiting Hierarchical Organization of Consumer Reviews CONLL 2012 SSHLDA: A Semi-Supervised Hierarchical Topic Model CONLL 2012 A Semi-Supervised Bayesian Network Model for Microblog Topic Classification COLING 2012 The Use of Dependency Relation Graph to Enhance the Term Weighting in Question Retrieval COLING 2012 SSHLDA: A Semi-Supervised Hierarchical Topic Model EMNLP 2012 Community Answer Summarization for Multi-Sentence Question with Group L1 Regularization ACL 2012 Domain-Assisted Product Aspect Hierarchy Generation: Towards Hierarchical Organization of Unstructured Consumer Reviews EMNLP 2011 Aspect Ranking: Identifying Important Product Aspects from Online Consumer Reviews ACL 2011 Exploiting Salient Patterns for Question Detection and Question Retrieval in Community-based Question Answering COLING 2010 Query Segmentation Based on Eigenspace Similarity IJCNLP 2009 Summarizing Definition from Wikipedia ACL 2009 Query Segmentation Based on Eigenspace Similarity ACL 2009 Summarizing Definition from Wikipedia IJCNLP 2009 Modeling Context in Scenario Template Creation IJCNLP 2008 A Multi-resolution Framework for Information Extraction from Free Text ACL 2007 ARE: Instance Splitting Strategies for Dependency Relation-Based Information Extraction ACL 2006 ARE: Instance Splitting Strategies for Dependency Relation-Based Information Extraction COLING 2006 Paraphrase Recognition via Dissimilarity Significance Classification EMNLP 2006 Cascading Use of Soft and Hard Matching Pattern Rules for Weakly Supervised Information Extraction COLING 2004 Web-based List Question Answering COLING 2004 QUALIFIER: Question Answering by Lexical Fabric and External Resources EACL 2003 Extracting Key Semantic Terms from Chinese Speech Query for Web Searches ACL 2003 An Agent-based Approach to Chinese Named Entity Recognition COLING 2002 Building Semantic Perceptron Net for Topic Spotting ACL 2001