← Authors

Tat-Seng Chua

221 papers · 2001–2026 · 16 conferences · across top CS/AI conferences

Achievements

πŸ—ΊοΈ Taxonomy Completionist (28) 🌈 Renaissance Researcher (12) 🐝 Cross-Pollinator (12) πŸƒ Academic Marathon (24) 🌍 Conference Polyglot (16) πŸŒ‰ Interdisciplinary Bridge 🐣 Hot Topic Early Bird 🧭 Keyword Pioneer 🌟 Keyword Trendsetter Combo (4) 🏠 Conference Loyalist (25) 🧬 Topic Evolution 🀝 Dynamic Duo (26) πŸ† Grand Slam πŸ‘₯ Mega-Team (32) πŸ‘‘ Triple Crown πŸ”¬ Deep Specialist (33) πŸ† Keyword Champion ⚑ Prolific Year (12) πŸ—ƒοΈ Keyword Collector (82) πŸ“ˆ Trend Setter πŸ’Ž Century Club (219) πŸ”₯ Unstoppable (11) ❓ The Questioner (7) πŸš€ Conference Pioneer

Conferences

ACL (50) EMNLP (30) AAAI (27) CVPR (23) ICLR (16) IJCAI (15) NIPS (13) ICML (11) COLING (9) IJCNLP (8) ECCV (6) ICCV (6) NAACL (3) CONLL (2) AACL (1) EACL (1)

Top co-authors

Xiang Wang (26) Yang Deng (24) Hao Fei (24) Wenjie Wang (23) Fuli Feng (22) Zhiyuan Liu (21) Wei Ji (20) An Zhang (20) Xiangnan He (18) Hanwang Zhang (18)

Research topics

Linguistics (1) Education (1)

Keywords

large language model (27) multimodal learning (19) graph neural network (11) representation learning (11) recommender system (9) video understanding (9) transfer learning (8) vision-language model (8) zero-shot learning (8) neural network (7) attention mechanism (7) scene graph (7) video question answering (7) multimodal large language model (7) knowledge graph (6) contrastive learning (6) text generation (6) direct preference optimization (6) diffusion model (5) dialogue system (5)

Papers

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 β€œReaction-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 β€œI 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