Erik Cambria
Professor
Works on neurosymbolic AI for natural language understanding, including sentiment analysis, commonsense reasoning and sentic computing.
Erik Cambria's lab at NTU works on reasoning & agents, reasoning & neuro-symbolic AI and data management & big data. 75 papers since 2023, 22 at top venues, mostly EMNLP and ACL. 14 PhD students and 4 master's students. 26 alumni.
At a glance
- papers, 2023–2026
- 20/ year
- at T1 venues
- 29%
- PhD students
- 14
- MS students
- 4
- alumni listed
- 26
Papers by yearfrom the lab homepage, 2023–2026
- 15 papers2026 · T1 4 · collecting
- 14 papers2025 · T1 6
- 24 papers2024 · T1 8
- 22 papers2023 · T1 4
T1 venuesOtherVenues: EMNLP, ACL, TAFFC, Knowledge-Based Systems, LREC
Research focuspaper titles that use each topic's words
- Reasoning & neuro-symbolic AI9 papers
- neurosymbolic6 papers
- Reasoning & agents4 papers
- Data management & big data1 paper
- commonsense reasoning0 papers
Paper list
From the lab homepage.
202615 papers
- LRECAppraisal Theory-Informed Emotion Prediction
- Knowledge-Based SystemsAttend to You: Real-time Personalized Headline Generation for Visual Posts in Social Media
- npj Artificial IntelligenceBayesian Multimodal Federated Learning for Uncertainty-Aware Neurosymbolic Reasoning
- TAFFCBridging Discrepancies in Debate: Joint Debate for Enhancing Multimodal Emotion-Cause Pair Extraction in Conversation
- TAFFCGlobal Entity Relationship Enhancement Network for Multimodal Sarcasm Detection
- TAFFCInterARM: Interpretable Affective Reasoning Model for Multimodal Sarcasm Detection
- Pattern RecognitionIs Multimodal Conversational Emotion Recognition Satisfactory? Exploring the Gaps in Performance, Generalization, and Confidence
- EMNLP (T1)Learning Structured Emotional Dynamics in Latent Space via Trajectory Modeling and Controlled Transitions
- Information Fusion 127, 103877Multi-Task Mutual Learning for Multimodal Emotion-Cause Pair Extraction in Conversations
- npj Artificial IntelligenceNeurosymbolic AI: Fundamental Learning for Context Engineering in Computational Linguistics
- ICML (T1)OmniSapiens: A Foundation Model for Social Behavior Processing via Heterogeneity-aware Relative Policy Optimization
- IEEE Transactions on Computational Social Systems 13(3), 4086-4095SenticNet 9: Generative Commonsense for Emotion AI via Conceptual Primitive Discovery and Time Shift Mechanism
202514 papers
- Artificial Intelligence Review 58,75A Review of Chinese Sentiment Analysis: Subjects, Methods, and Trends
- ACM MMEmotion across Modalities and Cultures: Multilingual Multimodal Emotion-Cause Analysis with Memory-inspired Framework
- Information FusionEmotional Lateralization-inspired Spatiotemporal Neural Networks for EEG-based Emotion Recognition
- ACL (T1)EmpathyEar: An Open-source Avatar Multimodal Empathetic Chatbot
- Information Fusion 118, 102971Explainable Multi-Frequency and Multi-Region Fusion Model for Affective Brain-Computer Interfaces
- TAFFCExploring Cognitive and Aesthetic Causality for Multimodal Aspect-Based Sentiment Analysis
- —Fundamental Algorithms for Retrieval Augmented Generation: A Survey
- Submitted to ICLRHuman Behavior Atlas: Benchmarking Unified Psychological and Social Behavior Understanding
- Expert Systems with ApplicationsKnowing What and Why: Causal Emotion Entailment for Emotion Recognition in Conversations
- ACL (T1)SEA-LION: Southeast Asian Languages in One Network
- Nature Machine Intelligence (T1)South Asian Biases in Language and Vision Models
- NAACL (T1)The Plagiarism Singularity Conjecture
202424 papers
- Expert Systems e13609Arabic Text Classification based on Analogical Proportions
- EMNLP (T1)Cross-domain NER with Generated Task-Oriented Knowledge: An Empirical Study from Information Density Perspective
- International Journal of Machine Learning and Cybernetics 15, 2811-2825Dialogue Emotion Model based on Local-Global Context Encoder and Commonsense Knowledge Fusion Attention
- Knowledge-Based SystemsEmotion-and-Knowledge Grounded Response Generation in an Open-domain Dialogue Setting
- CIKM (T1)Explainable Stock Price Movement Prediction using Contrastive Learning
- Information Fusion 106, 102306Fusing Pairwise Modalities for Emotion Recognition in Conversations
- IEEE Transactions on Affective Computing 15(4), 1874-1888Fusion and Discrimination: A Multimodal Graph Contrastive Learning Framework for Multimodal Sarcasm Detection
- Cognitive Computation 16, 3020-3034Granular Syntax Processing with Multi-task and Curriculum Learning
- IEEE Computational Intelligence Magazine 19(4), 63-78HIPPL: Hierarchical Intent-Inferring Pointer Network with Pseudo Labeling for Consistent Persona-Driven Dialogue Generation
- NAACL (T1)How Interpretable are Reasoning Explanations from Prompting Large Language Models?
- Information Fusion 111, 102525Interest-Driven Community Detection on Attributed Heterogeneous Information Networks
- IJCNNMultilingual Emotion Recognition: Discovering the Variations of Lexical Semantics between Languages
202322 papers
- IJCNNA Multi-task Learning Model for Gold-two-mention Co-reference Resolution
- LRECA Semantics-Aware Approach for Multilingual Natural Language Inference
- IEEE Transactions on Affective Computing 14(3), 1845-1856AutoML-Emo: Automatic Knowledge Selection using Congruent Effect for Emotion Identification in Conversations
- Information Fusion 91, 123-133Dynamic Interactive Multiview Memory Network for Emotion Recognition in Conversation
- IEEE Transactions on Affective Computing 14(3), 1754-1765ECPEC: Emotion-Cause Pair Extraction in Conversations
- Knowledge-Based SystemsGated Recurrent Unit with Multilingual Universal Sentence Encoder for Arabic Aspect-Based Sentiment Analysis
- International Conference on Human-Computer Interaction, 211-231How Can Natural Language Processing and Generative AI Address Grand Challenges of Quantitative User Personas?
- A Survey on XAI and Natural Language ExplanationsInformation Processing and Management 60, 103111 (2023)
- —Integrating Graph Embedding and Neural Models for Improving Transition-based Dependency Parsing
- Information Fusion 100, 101921KnowleNet: Knowledge Fusion Network for Multimodal Sarcasm Detection
- Cognitive Computation 15(3), 1092-1102Learning-Based Stock Trending Prediction by Incorporating Technical Indicators and Social Media Sentiment
- IEEE Transactions on Affective Computing 14(3), 1731-1742Meta-based Self-training and Re-weighting for Aspect-based Sentiment Analysis
Where alumni went26 listed
Apply to NTUFall 2027
Not announced yet
Computing and Data Science PhD
- Round
- Main
- Opens
- —
- GRE
- not required
- English
- TOEFL/IELTS
- Fee
- See program page
Not yet confirmed for this intake.
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