Context-Dependent Sentiment Analysis in User-Generated Videos. - Soujanya Poria; Erik Cambria; Devamanyu Hazarika; Navonil Majumder; Amir Zadeh 001; Louis-Philippe Morency (ACL (1), 2017)

Multi-level Multiple Attentions for Contextual Multimodal Sentiment Analysis. - Soujanya Poria; Erik Cambria; Devamanyu Hazarika; Navonil Majumder; Amir Zadeh 001; Louis-Philippe Morency (ICDM, 2017)

Deep Learning-Based Document Modeling for Personality Detection from Text. - Navonil Majumder; Soujanya Poria; Alexander F. Gelbukh; Erik Cambria (IEEE Intell. Syst., 2017)

Memory Fusion Network for Multi-view Sequential Learning. - Amir Zadeh 001; Paul Pu Liang; Navonil Mazumder; Soujanya Poria; Erik Cambria; Louis-Philippe Morency (AAAI, 2018)

A Deep Learning Approach for Multimodal Deception Detection. - Gangeshwar Krishnamurthy; Navonil Majumder; Soujanya Poria; Erik Cambria (CICLing (1), 2018)

IARM: Inter-Aspect Relation Modeling with Memory Networks in Aspect-Based Sentiment Analysis. - Navonil Majumder; Soujanya Poria; Alexander F. Gelbukh; Md. Shad Akhtar; Erik Cambria; Asif Ekbal (EMNLP, 2018)

Multimodal Sentiment Analysis: Addressing Key Issues and Setting Up the Baselines. - Soujanya Poria; Navonil Majumder; Devamanyu Hazarika; Erik Cambria; Alexander F. Gelbukh; Amir Hussain 001 (IEEE Intell. Syst., 2018)

Multimodal sentiment analysis using hierarchical fusion with context modeling. - Navonil Majumder; Devamanyu Hazarika; Alexander F. Gelbukh; Erik Cambria; Soujanya Poria (Knowl. Based Syst., 2018)

DialogueRNN: An Attentive RNN for Emotion Detection in Conversations. - Navonil Majumder; Soujanya Poria; Devamanyu Hazarika; Rada Mihalcea; Alexander F. Gelbukh; Erik Cambria (AAAI, 2019)

MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations. - Soujanya Poria; Devamanyu Hazarika; Navonil Majumder; Gautam Naik; Erik Cambria; Rada Mihalcea (ACL (1), 2019)

DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation. - Deepanway Ghosal; Navonil Majumder; Soujanya Poria; Niyati Chhaya; Alexander F. Gelbukh (EMNLP/IJCNLP (1), 2019)

Emotion Recognition in Conversation: Research Challenges, Datasets, and Recent Advances. - Soujanya Poria; Navonil Majumder; Rada Mihalcea; Eduard H. Hovy (IEEE Access, 2019)

Variational Fusion for Multimodal Sentiment Analysis. - Navonil Majumder; Soujanya Poria; Gangeshwar Krishnamurthy; Niyati Chhaya; Rada Mihalcea; Alexander F. Gelbukh (CoRR, 2019)

Sentiment and Sarcasm Classification With Multitask Learning. - Navonil Majumder; Soujanya Poria; Haiyun Peng; Niyati Chhaya; Erik Cambria; Alexander F. Gelbukh (IEEE Intell. Syst., 2019)

KinGDOM: Knowledge-Guided DOMain Adaptation for Sentiment Analysis. - Deepanway Ghosal; Devamanyu Hazarika; Abhinaba Roy; Navonil Majumder; Rada Mihalcea; Soujanya Poria (ACL, 2020)

COSMIC: COmmonSense knowledge for eMotion Identification in Conversations. - Deepanway Ghosal; Navonil Majumder; Alexander F. Gelbukh; Rada Mihalcea; Soujanya Poria (EMNLP (Findings), 2020)

MIME: MIMicking Emotions for Empathetic Response Generation. - Navonil Majumder; Pengfei Hong; Shanshan Peng; Jiankun Lu; Deepanway Ghosal; Alexander F. Gelbukh; Rada Mihalcea; Soujanya Poria (EMNLP (1), 2020)

Recent trends in deep learning based personality detection. - Yash Mehta; Navonil Majumder; Alexander F. Gelbukh; Erik Cambria (Artif. Intell. Rev., 2020)

Improving Aspect-Level Sentiment Analysis with Aspect Extraction. - Navonil Majumder; Rishabh Bhardwaj; Soujanya Poria; Amir Zadeh 001; Alexander F. Gelbukh; Amir Hussain 001; Louis-Philippe Morency (CoRR, 2020)

Utterance-level Dialogue Understanding: An Empirical Study. - Deepanway Ghosal; Navonil Majumder; Rada Mihalcea; Soujanya Poria (CoRR, 2020)

Emerging Trends of Multimodal Research in Vision and Language. - Shagun Uppal; Sarthak Bhagat; Devamanyu Hazarika; Navonil Majumder; Soujanya Poria; Roger Zimmermann; Amir Zadeh 001 (CoRR, 2020)

Recognizing Emotion Cause in Conversations. - Soujanya Poria; Navonil Majumder; Devamanyu Hazarika; Deepanway Ghosal; Rishabh Bhardwaj; Samson Yu Bai Jian; Romila Ghosh; Niyati Chhaya; Alexander F. Gelbukh; Rada Mihalcea (CoRR, 2020)

More Identifiable yet Equally Performant Transformers for Text Classification. - Rishabh Bhardwaj; Navonil Majumder; Soujanya Poria; Eduard H. Hovy (ACL/IJCNLP (1), 2021)

Exploring the Role of Context in Utterance-level Emotion, Act and Intent Classification in Conversations: An Empirical Study. - Deepanway Ghosal; Navonil Majumder; Rada Mihalcea; Soujanya Poria (ACL/IJCNLP (Findings), 2021)

Aspect Sentiment Triplet Extraction Using Reinforcement Learning. - Samson Yu Bai Jian; Tapas Nayak; Navonil Majumder; Soujanya Poria (CIKM, 2021)

STaCK: Sentence Ordering with Temporal Commonsense Knowledge. - Deepanway Ghosal; Navonil Majumder; Rada Mihalcea; Soujanya Poria (EMNLP (1), 2021)

M2H2: A Multimodal Multiparty Hindi Dataset For Humor Recognition in Conversations. - Dushyant Singh Chauhan; Gopendra Vikram Singh; Navonil Majumder; Amir Zadeh 001; Asif Ekbal; Pushpak Bhattacharyya; Louis-Philippe Morency; Soujanya Poria (ICMI, 2021)

Improving Distantly Supervised Relation Extraction with Self-Ensemble Noise Filtering. - Tapas Nayak; Navonil Majumder; Soujanya Poria (RANLP, 2021)

CIDER: Commonsense Inference for Dialogue Explanation and Reasoning. - Deepanway Ghosal; Pengfei Hong; Siqi Shen; Navonil Majumder; Rada Mihalcea; Soujanya Poria (SIGDIAL, 2021)

Investigating Gender Bias in BERT. - Rishabh Bhardwaj; Navonil Majumder; Soujanya Poria (Cogn. Comput., 2021)

Deep Neural Approaches to Relation Triplets Extraction: a Comprehensive Survey. - Tapas Nayak; Navonil Majumder; Pawan Goyal 002; Soujanya Poria (Cogn. Comput., 2021)

Recognizing Emotion Cause in Conversations. - Soujanya Poria; Navonil Majumder; Devamanyu Hazarika; Deepanway Ghosal; Rishabh Bhardwaj; Samson Yu Bai Jian; Pengfei Hong; Romila Ghosh; Abhinaba Roy; Niyati Chhaya; Alexander F. Gelbukh; Rada Mihalcea (Cogn. Comput., 2021)

Leveraging label hierarchy using transfer and multi-task learning: A case study on patent classification. - Segun Taofeek Aroyehun; Jason Angel; Navonil Majumder; Alexander F. Gelbukh; Amir Hussain 001 (Neurocomputing, 2021)

Persuasive dialogue understanding: The baselines and negative results. - Hui Chen 023; Deepanway Ghosal; Navonil Majumder; Amir Hussain 001; Soujanya Poria (Neurocomputing, 2021)

CICERO: A Dataset for Contextualized Commonsense Inference in Dialogues. - Deepanway Ghosal; Siqi Shen; Navonil Majumder; Rada Mihalcea; Soujanya Poria (ACL (1), 2022)

Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering. - Deepanway Ghosal; Navonil Majumder; Rada Mihalcea; Soujanya Poria (EMNLP, 2022)

Exemplars-Guided Empathetic Response Generation Controlled by the Elements of Human Communication. - Navonil Majumder; Deepanway Ghosal; Devamanyu Hazarika; Alexander F. Gelbukh; Rada Mihalcea; Soujanya Poria (IEEE Access, 2022)

Improving Zero-Shot Learning Baselines with Commonsense Knowledge. - Abhinaba Roy; Deepanway Ghosal; Erik Cambria; Navonil Majumder; Rada Mihalcea; Soujanya Poria (Cogn. Comput., 2022)

Multiview Contextual Commonsense Inference: A New Dataset and Task. - Siqi Shen; Deepanway Ghosal; Navonil Majumder; Henry Lim; Rada Mihalcea; Soujanya Poria (CoRR, 2022)

Multimodal research in vision and language: A review of current and emerging trends. - Shagun Uppal; Sarthak Bhagat; Devamanyu Hazarika; Navonil Majumder; Soujanya Poria; Roger Zimmermann; Amir Zadeh 001 (Inf. Fusion, 2022)

Improving aspect-level sentiment analysis with aspect extraction. - Navonil Majumder; Rishabh Bhardwaj; Soujanya Poria; Alexander F. Gelbukh; Amir Hussain 001 (Neural Comput. Appl., 2022)

A Robust Information-Masking Approach for Domain Counterfactual Generation. - Pengfei Hong; Rishabh Bhardwaj; Navonil Majumder; Somak Aditya; Soujanya Poria (ACL (Findings), 2023)

kNN-CM: A Non-parametric Inference-Phase Adaptation of Parametric Text Classifiers. - Rishabh Bhardwaj; Yingting Li; Navonil Majumder; Bo Cheng 001; Soujanya Poria (EMNLP (Findings), 2023)

Language Guided Visual Question Answering: Elevate Your Multimodal Language Model Using Knowledge-Enriched Prompts. - Deepanway Ghosal; Navonil Majumder; Roy Ka-Wei Lee; Rada Mihalcea; Soujanya Poria (EMNLP (Findings), 2023)

Evaluating Parameter-Efficient Transfer Learning Approaches on SURE Benchmark for Speech Understanding. - Yingting Li; Ambuj Mehrish; Rishabh Bhardwaj; Navonil Majumder; Bo Cheng 001; Shuai Zhao 001; Amir Zadeh 001; Rada Mihalcea; Soujanya Poria (ICASSP, 2023)

ADAPTERMIX: Exploring the Efficacy of Mixture of Adapters for Low-Resource TTS Adaptation. - Ambuj Mehrish; Abhinav Ramesh Kashyap; Yingting Li; Navonil Majumder; Soujanya Poria (INTERSPEECH, 2023)

Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language Understanding. - Yi Xuan Tan; Navonil Majumder; Soujanya Poria (INTERSPEECH, 2023)

Text-to-Audio Generation using Instruction Guided Latent Diffusion Model. - Deepanway Ghosal; Navonil Majumder; Ambuj Mehrish; Soujanya Poria (ACM Multimedia, 2023)

Evaluating Parameter-Efficient Transfer Learning Approaches on SURE Benchmark for Speech Understanding. - Yingting Li; Ambuj Mehrish; Shuai Zhao 001; Rishabh Bhardwaj; Amir Zadeh 001; Navonil Majumder; Rada Mihalcea; Soujanya Poria (CoRR, 2023)

Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model. - Deepanway Ghosal; Navonil Majumder; Ambuj Mehrish; Soujanya Poria (CoRR, 2023)

ReMask: A Robust Information-Masking Approach for Domain Counterfactual Generation. - Pengfei Hong; Rishabh Bhardwaj; Navonil Majumder; Somak Aditya; Soujanya Poria (CoRR, 2023)

Flacuna: Unleashing the Problem Solving Power of Vicuna using FLAN Fine-Tuning. - Deepanway Ghosal; Yew Ken Chia; Navonil Majumder; Soujanya Poria (CoRR, 2023)

WikiDes: A Wikipedia-based dataset for generating short descriptions from paragraphs. - Hoang Thang Ta; Abu Bakar Siddiqur Rahman; Navonil Majumder; Amir Hussain 001; Lotfollah Najjar; Newton Howard; Soujanya Poria; Alexander F. Gelbukh (Inf. Fusion, 2023)

Beneath the Tip of the Iceberg: Current Challenges and New Directions in Sentiment Analysis Research. - Soujanya Poria; Devamanyu Hazarika; Navonil Majumder; Rada Mihalcea (IEEE Trans. Affect. Comput., 2023)

Dialogue Relation Extraction with Document-Level Heterogeneous Graph Attention Networks. - Hui Chen 023; Pengfei Hong; Wei Han 002; Navonil Majumder; Soujanya Poria (Cogn. Comput., 2023)

A review of deep learning techniques for speech processing. - Ambuj Mehrish; Navonil Majumder; Rishabh Bharadwaj; Rada Mihalcea; Soujanya Poria (Inf. Fusion, 2023)

Tango 2: Aligning Diffusion-based Text-to-Audio Generations through Direct Preference Optimization. - Navonil Majumder; Chia-Yu Hung; Deepanway Ghosal; Wei-Ning Hsu; Rada Mihalcea; Soujanya Poria (ACM Multimedia, 2024)

Mustango: Toward Controllable Text-to-Music Generation. - Jan Melechovský; Zixun Guo; Deepanway Ghosal; Navonil Majumder; Dorien Herremans; Soujanya Poria (NAACL-HLT, 2024)

Stuck in the Quicksand of Numeracy, Far from AGI Summit: Evaluating LLMs' Mathematical Competency through Ontology-guided Perturbations. - Pengfei Hong; Deepanway Ghosal; Navonil Majumder; Somak Aditya; Rada Mihalcea; Soujanya Poria (CoRR, 2024)

Reward Steering with Evolutionary Heuristics for Decoding-time Alignment. - Chia-Yu Hung; Navonil Majumder; Ambuj Mehrish; Soujanya Poria (CoRR, 2024)

Improving Text-To-Audio Models with Synthetic Captions. - Zhifeng Kong; Sang-gil Lee; Deepanway Ghosal; Navonil Majumder; Ambuj Mehrish; Rafael Valle; Soujanya Poria; Bryan Catanzaro (CoRR, 2024)

TangoFlux: Super Fast and Faithful Text to Audio Generation with Flow Matching and Clap-Ranked Preference Optimization. - Chia-Yu Hung; Navonil Majumder; Zhifeng Kong; Ambuj Mehrish; Rafael Valle; Bryan Catanzaro; Soujanya Poria (CoRR, 2024)

Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions. - Pengfei Hong; Navonil Majumder; Deepanway Ghosal; Somak Aditya; Rada Mihalcea; Soujanya Poria (ACL (Findings), 2025)

Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse. - Maojia Song; Shang Hong Sim; Rishabh Bhardwaj; Hai Leong Chieu; Navonil Majumder; Soujanya Poria (ICLR, 2025)

Reward-Guided Tree Search for Inference Time Alignment of Large Language Models. - Chia-Yu Hung; Navonil Majumder; Ambuj Mehrish; Soujanya Poria (NAACL (Long Papers), 2025)

NORA: A Small Open-Sourced Generalist Vision Language Action Model for Embodied Tasks. - Chia-Yu Hung; Qi Sun; Pengfei Hong; Amir Zadeh 001; Chuan Li; U-Xuan Tan; Navonil Majumder; Soujanya Poria (CoRR, 2025)

Lessons from Training Grounded LLMs with Verifiable Rewards. - Shang Hong Sim; Pala Tej Deep; Vernon Toh; Hai Leong Chieu; Amir Zadeh 001; Chuan Li; Navonil Majumder; Soujanya Poria (CoRR, 2025)

JAM: A Tiny Flow-based Song Generator with Fine-grained Controllability and Aesthetic Alignment. - Renhang Liu; Chia-Yu Hung; Navonil Majumder; Taylor Gautreaux; Amir Ali Bagherzadeh; Chuan Li; Dorien Herremans; Soujanya Poria (CoRR, 2025)