PPaperPicks

Soujanya Poria

Singapore University of Technology and Design, Singapore

35 papers at tracked venues · 19 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0001-6924-7931 ↗Google Scholar ↗Homepage ↗

Venues

ACL ×8EMNLP ×8NAACL ×8AAAI ×3ACM MM ×3ICLR ×3WWW ×2

Frequent coauthors

Navonil Majumder
×6
Deepanway Ghosal
×6
Rishabh Bhardwaj
×6
Yew Ken Chia
×5
Vernon Toh
×4
Rada Mihalcea
×4
Lidong Bing
×4
Erik Cambria
×4
Chia-Yu Hung
×3
Ambuj Mehrish
×3
Qi Sun
×3
Pala Tej Deep
×3

Papers

  1. 10 Open Challenges Steering the Future of Vision-Language-Action Models
    AAAI 2026 · Soujanya Poria,
    Navonil Majumder
    ,
    Chia-Yu Hung
    ,
    Amir Ali Bagherzadeh
    ,
    Chuan Li
    ,
    Kenneth Kwok
    ,
    Ziwei Wang
    ,
    Cheston Tan
    ,
    Jiajun Wu
    ,
    David Hsu
  2. DialogXpert: Driving Intelligent and Emotion-Aware Conversations Through Online Value-Based Reinforcement Learning with LLM Priors
    AAAI 2026 ·
    Tazeek Bin Abdur Rakib
    ,
    Ambuj Mehrish
    ,
    Lay-Ki Soon
    ,
    Wern Han Lim
    , Soujanya Poria
  3. AlgoPuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Algorithmic Multimodal Puzzles
    NAACL 2025 ·
    Deepanway Ghosal
    ,
    Vernon Toh
    ,
    Yew Ken Chia
    , Soujanya Poria
  4. DiffPO: Diffusion-styled Preference Optimization for Inference Time Alignment of Large Language Models
    ACL 2025 ·
    Ruizhe Chen
    ,
    Wenhao Chai
    ,
    Zhifei Yang
    ,
    Xiaotian Zhang
    ,
    Ziyang Wang
    ,
    Tony Q. S. Quek
    ,
    Joey Tianyi Zhou
    , Soujanya Poria,
    Zuozhu Liu
  5. Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial Reasoning
    ACL 2025 ·
    Qi Sun
    ,
    Pengfei Hong
    ,
    Pala Tej Deep
    ,
    Vernon Toh
    ,
    U-Xuan Tan
    ,
    Deepanway Ghosal
    , Soujanya Poria
  6. Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical Supervision
    EMNLP 2025 ·
    Pala Tej Deep
    ,
    Panshul Sharma
    ,
    Amir Zadeh
    ,
    Chuan Li
    , Soujanya Poria
  7. Evaluating AI for Finance: Is AI Credible at Assessing Investment Risk Appetite?
    EMNLP 2025 ·
    Divij Chawla
    ,
    Ashita Bhutada
    ,
    Duc Anh Do
    ,
    Abhinav Raghunathan
    ,
    Vinod SP
    ,
    Cathy Guo
    ,
    Dar Win Liew
    ,
    Prannaya Gupta
    ,
    Rishabh Bhardwaj
    ,
    Rajat Bhardwaj
    , Soujanya Poria
  8. Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions
    ACL 2025 ·
    Pengfei Hong
    ,
    Navonil Majumder
    ,
    Deepanway Ghosal
    ,
    Somak Aditya
    ,
    Rada Mihalcea
    , Soujanya Poria
  9. Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique
    EMNLP 2025 ·
    Pala Tej Deep
    ,
    Vernon Toh
    ,
    Rishabh Bhardwaj
    , Soujanya Poria
  10. From Grounding to Manipulation: Case Studies of Foundation Model Integration in Embodied Robotic Systems
    EMNLP 2025 ·
    Xiuchao Sui
    ,
    Daiying Tian
    ,
    Qi Sun
    ,
    Ruirui Chen
    ,
    Dongkyu Choi
    ,
    Kenneth Kwok
    , Soujanya Poria
  11. Libra-Leaderboard: Towards Responsible AI through a Balanced Leaderboard of Safety and Capability
    NAACL 2025 ·
    Haonan Li
    ,
    Xudong Han
    ,
    Zenan Zhai
    ,
    Honglin Mu
    ,
    Hao Wang
    ,
    Zhenxuan Zhang
    ,
    Yilin Geng
    ,
    Shom Lin
    ,
    Renxi Wang
    ,
    Artem Shelmanov
    ,
    Xiangyu Qi
    ,
    Yuxia Wang
    ,
    Donghai Hong
    ,
    Youliang Yuan
    ,
    Meng Chen
    ,
    Haoqin Tu
    ,
    Fajri Koto
    ,
    Cong Zeng
    ,
    Tatsuki Kuribayashi
    ,
    Rishabh Bhardwaj
    ,
    Bingchen Zhao
    ,
    Yawen Duan
    ,
    Yi Liu
    ,
    Emad A. Alghamdi
    ,
    Yaodong Yang
    ,
    Yinpeng Dong
    , Soujanya Poria,
    Pengfei Liu
    ,
    Zhengzhong Liu
    ,
    Xuguang Ren
    ,
    Eduard H. Hovy
    ,
    Iryna Gurevych
    ,
    Preslav Nakov
    ,
    Monojit Choudhury
    ,
    Timothy Baldwin
  12. M-LongDoc: A Benchmark For Multimodal Super-Long Document Understanding And A Retrieval-Aware Tuning Framework
    EMNLP 2025 ·
    Yew Ken Chia
    ,
    Liying Cheng
    ,
    Hou Pong Chan
    ,
    Maojia Song
    ,
    Chaoqun Liu
    ,
    Mahani Aljunied
    , Soujanya Poria,
    Lidong Bing
  13. MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses
    ICLR 2025 ·
    Zonglin Yang
    ,
    Wanhao Liu
    ,
    Ben Gao
    ,
    Tong Xie
    ,
    Yuqiang Li
    ,
    Wanli Ouyang
    , Soujanya Poria,
    Erik Cambria
    ,
    Dongzhan Zhou
  14. Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse
    ICLR 2025 ·
    Maojia Song
    ,
    Shang Hong Sim
    ,
    Rishabh Bhardwaj
    ,
    Hai Leong Chieu
    ,
    Navonil Majumder
    , Soujanya Poria
  15. PREMISE: Matching-based Prediction for Accurate Review Recommendation
    NAACL 2025 ·
    Wei Han
    ,
    Hui Chen
    , Soujanya Poria
  16. Pixel-Level Reasoning Segmentation via Multi-turn Conversations
    ACL 2025 ·
    Dexian Cai
    ,
    Xiaocui Yang
    ,
    Yongkang Liu
    ,
    Daling Wang
    ,
    Shi Feng
    ,
    Yifei Zhang
    , Soujanya Poria
  17. Reward-Guided Tree Search for Inference Time Alignment of Large Language Models
    NAACL 2025 ·
    Chia-Yu Hung
    ,
    Navonil Majumder
    ,
    Ambuj Mehrish
    , Soujanya Poria
  18. The ACM Multimedia 2025 Grand Challenge of Multimodal Conversational Aspect-based Sentiment Analysis
    ACM MM 2025 ·
    Meng Luo
    ,
    Hao Fei
    ,
    Bobo Li
    ,
    Shengqiong Wu
    ,
    Qian Liu
    , Soujanya Poria,
    Erik Cambria
    ,
    Mong-Li Lee
    ,
    Wynne Hsu
  19. Why AI Is WEIRD and Shouldn't Be This Way: Towards AI for Everyone, with Everyone, by Everyone
    AAAI 2025 ·
    Rada Mihalcea
    ,
    Oana Ignat
    ,
    Longju Bai
    ,
    Angana Borah
    ,
    Luis Chiruzzo
    ,
    Zhijing Jin
    ,
    Claude Kwizera
    ,
    Joan Nwatu
    , Soujanya Poria,
    Thamar Solorio
  20. CM-TTS: Enhancing Real Time Text-to-Speech Synthesis Efficiency through Weighted Samplers and Consistency Models
    NAACL 2024 ·
    Xiang Li
    ,
    FanBu FanBu
    ,
    Ambuj Mehrish
    ,
    Yingting Li
    ,
    Jiale Han
    ,
    Bo Cheng
    , Soujanya Poria
  21. Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources
    ICLR 2024 ·
    Xingxuan Li
    ,
    Ruochen Zhao
    ,
    Yew Ken Chia
    ,
    Bosheng Ding
    ,
    Shafiq Joty
    , Soujanya Poria,
    Lidong Bing
  22. Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet Extraction
    WWW 2024 ·
    Qi Sun
    ,
    Kun Huang
    ,
    Xiaocui Yang
    ,
    Rong Tong
    ,
    Kun Zhang
    , Soujanya Poria
  23. Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic
    ACL 2024 ·
    Rishabh Bhardwaj
    ,
    Do Duc Anh
    , Soujanya Poria
  24. Large Language Models for Automated Open-domain Scientific Hypotheses Discovery
    ACL 2024 ·
    Zonglin Yang
    ,
    Xinya Du
    ,
    Junxian Li
    ,
    Jie Zheng
    , Soujanya Poria,
    Erik Cambria
  25. Mustango: Toward Controllable Text-to-Music Generation
    NAACL 2024 ·
    Jan Melechovský
    ,
    Zixun Guo
    ,
    Deepanway Ghosal
    ,
    Navonil Majumder
    ,
    Dorien Herremans
    , Soujanya Poria
  26. PanoSent: A Panoptic Sextuple Extraction Benchmark for Multimodal Conversational Aspect-based Sentiment Analysis
    ACM MM 2024 ·
    Meng Luo
    ,
    Hao Fei
    ,
    Bobo Li
    ,
    Shengqiong Wu
    ,
    Qian Liu
    , Soujanya Poria,
    Erik Cambria
    ,
    Mong-Li Lee
    ,
    Wynne Hsu
  27. PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns
    ACL 2024 ·
    Yew Ken Chia
    ,
    Vernon Toh
    ,
    Deepanway Ghosal
    ,
    Lidong Bing
    , Soujanya Poria
  28. Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths
    EMNLP 2024 ·
    Yew Ken Chia
    ,
    Guizhen Chen
    ,
    Weiwen Xu
    ,
    Anh Tuan Luu
    , Soujanya Poria,
    Lidong Bing
  29. Safety Arithmetic: A Framework for Test-time Safety Alignment of Language Models by Steering Parameters and Activations
    EMNLP 2024 ·
    Rima Hazra
    ,
    Sayan Layek
    ,
    Somnath Banerjee
    , Soujanya Poria
  30. Self-Adaptive Sampling for Accurate Video Question Answering on Image Text Models
    NAACL 2024 ·
    Wei Han
    ,
    Hui Chen
    ,
    Min-Yen Kan
    , Soujanya Poria
  31. Sowing the Wind, Reaping the Whirlwind: The Impact of Editing Language Models
    ACL 2024 ·
    Rima Hazra
    ,
    Sayan Layek
    ,
    Somnath Banerjee
    , Soujanya Poria
  32. Tango 2: Aligning Diffusion-based Text-to-Audio Generations through Direct Preference Optimization
    ACM MM 2024 ·
    Navonil Majumder
    ,
    Chia-Yu Hung
    ,
    Deepanway Ghosal
    ,
    Wei-Ning Hsu
    ,
    Rada Mihalcea
    , Soujanya Poria
  33. Understanding the Capabilities and Limitations of Large Language Models for Cultural Commonsense
    NAACL 2024 ·
    Siqi Shen
    ,
    Lajanugen Logeswaran
    ,
    Moontae Lee
    ,
    Honglak Lee
    , Soujanya Poria,
    Rada Mihalcea
  34. Understanding, Leveraging, and Improving Large Language Models
    WWW 2024 · Soujanya Poria
  35. WalledEval: A Comprehensive Safety Evaluation Toolkit for Large Language Models
    EMNLP 2024 ·
    Prannaya Gupta
    ,
    Le Qi Yau
    ,
    Hao Han Low
    ,
    I-Shiang Lee
    ,
    Hugo Maximus Lim
    ,
    Yu Xin Teoh
    ,
    Jia Hng Koh
    ,
    Dar Win Liew
    ,
    Rishabh Bhardwaj
    ,
    Rajat Bhardwaj
    , Soujanya Poria