PPaperPicks

Ali Payani

30 papers at tracked venues · 21 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Siheng Xiong
×6
Faramarz Fekri
×6
Yuan Yang
×5
Gaowen Liu
×4
Mengnan Du
×4
Kai Shu
×3
Venkatesh Mishra
×3
Jayanth Srinivasa
×3
Chitta Baral
×3
Baharan Mirzasoleiman
×3
Xiongxiao Xu
×2
Haoran Wang
×2

Papers

  1. Benchmarking LLMs for Political Science: A United Nations Perspective
    AAAI 2026 ·
    Yueqing Liang
    ,
    Liangwei Yang
    ,
    Chen Wang
    ,
    Congying Xia
    ,
    Rui Meng
    ,
    Xiongxiao Xu
    ,
    Haoran Wang
    , Ali Payani,
    Kai Shu
  2. FAMA: Failure-Aware Meta-Agentic Framework for Open-Source LLMs in Interactive Tool Use Environments
    ACL 2026 ·
    Amir Saeidi
    ,
    Venkatesh Mishra
    ,
    Souradeep Mukhopadhyay
    ,
    Gaowen Liu
    , Ali Payani,
    Jayanth Srinivasa
    ,
    Chitta Baral
  3. Model Editing as a Double-Edged Sword: Steering Agent Behavior Toward Beneficence or Harm
    AAAI 2026 ·
    Baixiang Huang
    ,
    Zhen Tan
    ,
    Haoran Wang
    ,
    Zijie Liu
    ,
    Dawei Li
    , Ali Payani,
    Huan Liu
    ,
    Tianlong Chen
    ,
    Kai Shu
  4. A Generic Framework for Conformal Fairness
    ICLR 2025 ·
    Aditya T. Vadlamani
    ,
    Anutam Srinivasan
    ,
    Pranav Maneriker
    , Ali Payani,
    Srinivasan Parthasarathy
  5. AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists
    EMNLP 2025 ·
    Yifei Li
    ,
    Hanane Nour Moussa
    ,
    Ziru Chen
    ,
    Shijie Chen
    ,
    Botao Yu
    ,
    Mingyi Xue
    ,
    Benjamin Burns
    ,
    Tzu-Yao Chiu
    ,
    Vishal Dey
    ,
    Zitong Lu
    ,
    Chen Wei
    ,
    Qianheng Zhang
    ,
    Tianyu Zhang
    ,
    Song Gao
    ,
    Xuhui Huang
    ,
    Xia Ning
    ,
    Nesreen K. Ahmed
    , Ali Payani,
    Huan Sun
  6. Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity
    ACL 2025 ·
    Dang Nguyen
    , Ali Payani,
    Baharan Mirzasoleiman
  7. Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution
    ICLR 2025 ·
    Haiyan Zhao
    ,
    Heng Zhao
    ,
    Bo Shen
    , Ali Payani,
    Fan Yang
    ,
    Mengnan Du
  8. Can Knowledge Editing Really Correct Hallucinations?
    ICLR 2025 ·
    Baixiang Huang
    ,
    Canyu Chen
    ,
    Xiongxiao Xu
    , Ali Payani,
    Kai Shu
  9. Deliberate Reasoning in Language Models as Structure-Aware Planning with an Accurate World Model
    ACL 2025 ·
    Siheng Xiong
    , Ali Payani,
    Yuan Yang
    ,
    Faramarz Fekri
  10. Effective Training Data Synthesis for Improving MLLM Chart Understanding
    ICCV 2025 ·
    Yuwei Yang
    ,
    Zeyu Zhang
    ,
    Yunzhong Hou
    ,
    Zhuowan Li
    ,
    Gaowen Liu
    , Ali Payani,
    Yuan-Sen Ting
    ,
    Liang Zheng
  11. How Can Input Reformulation Improve Tool Usage Accuracy in a Complex Dynamic Environment? A Study on tau-bench
    EMNLP 2025 ·
    Venkatesh Mishra
    ,
    Amir Saeidi
    ,
    Satyam Raj
    ,
    Mutsumi Nakamura
    ,
    Gaowen Liu
    , Ali Payani,
    Jayanth Srinivasa
    ,
    Chitta Baral
  12. InfantAgent-Next: A Multimodal Generalist Agent for Automated Computer Interaction
    NeurIPS 2025 ·
    Bin Lei
    ,
    Weitai Kang
    ,
    Zijian Zhang
    ,
    Winson Chen
    ,
    Xi Xie
    ,
    Shan Zuo
    ,
    Mimi Xie
    , Ali Payani,
    Mingyi Hong
    ,
    Yan Yan
    ,
    Caiwen Ding
  13. Investigating the Shortcomings of LLMs in Step-by-Step Legal Reasoning
    NAACL 2025 ·
    Venkatesh Mishra
    ,
    Bimsara Pathiraja
    ,
    Mihir Parmar
    ,
    Sat Chidananda
    ,
    Jayanth Srinivasa
    ,
    Gaowen Liu
    , Ali Payani,
    Chitta Baral
  14. Language Ranker: A Metric for Quantifying LLM Performance Across High and Low-Resource Languages
    AAAI 2025 ·
    Zihao Li
    ,
    Yucheng Shi
    ,
    Zirui Liu
    ,
    Fan Yang
    , Ali Payani,
    Ninghao Liu
    ,
    Mengnan Du
  15. Large Vision-Language Model Alignment and Misalignment: A Survey Through the Lens of Explainability
    EMNLP 2025 ·
    Dong Shu
    ,
    Haiyan Zhao
    ,
    Jingyu Hu
    ,
    Weiru Liu
    , Ali Payani,
    Lu Cheng
    ,
    Mengnan Du
  16. MDBench: A Synthetic Multi-Document Reasoning Benchmark Generated with Knowledge Guidance
    ACL 2025 ·
    Joseph J. Peper
    ,
    Wenzhao Qiu
    , Ali Payani,
    Lu Wang
  17. SAE-SSV: Supervised Steering in Sparse Representation Spaces for Reliable Control of Language Models
    EMNLP 2025 ·
    Zirui He
    ,
    Mingyu Jin
    ,
    Bo Shen
    , Ali Payani,
    Yongfeng Zhang
    ,
    Mengnan Du
  18. A Federated Stochastic Multi-level Compositional Minimax Algorithm for Deep AUC Maximization
    ICML 2024 ·
    Xinwen Zhang
    , Ali Payani,
    Myungjin Lee
    ,
    Richard Souvenir
    ,
    Hongchang Gao
  19. Can LLMs Reason in the Wild with Programs?
    EMNLP 2024 ·
    Yuan Yang
    ,
    Siheng Xiong
    , Ali Payani,
    Ehsan Shareghi
    ,
    Faramarz Fekri
  20. Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity
    AISTATS 2024 ·
    Siddharth Joshi
    ,
    Arnav Jain
    , Ali Payani,
    Baharan Mirzasoleiman
  21. Few-shot Adaptation to Distribution Shifts By Mixing Source and Target Embeddings
    ICML 2024 ·
    Yihao Xue
    , Ali Payani,
    Yu Yang
    ,
    Baharan Mirzasoleiman
  22. Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation
    ACL 2024 ·
    Yuan Yang
    ,
    Siheng Xiong
    , Ali Payani,
    Ehsan Shareghi
    ,
    Faramarz Fekri
  23. Large Language Models Can Learn Temporal Reasoning
    ACL 2024 ·
    Siheng Xiong
    , Ali Payani,
    Ramana Kompella
    ,
    Faramarz Fekri
  24. MACM: Utilizing a Multi-Agent System for Condition Mining in Solving Complex Mathematical Problems
    NeurIPS 2024 ·
    Bin Lei
    ,
    Yi Zhang
    ,
    Shan Zuo
    , Ali Payani,
    Caiwen Ding
  25. Neural Additive Tensor Decomposition for Sparse Tensors
    CIKM 2024 ·
    Dawon Ahn
    ,
    Uday Singh Saini
    ,
    Evangelos E. Papalexakis
    , Ali Payani
  26. SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches
    VLDB 2024 ·
    Renzhi Wu
    ,
    Pramod Chunduri
    ,
    Dristi J. Shah
    ,
    Ashmitha Julius Aravind
    , Ali Payani,
    Xu Chu
    ,
    Joy Arulraj
    ,
    Kexin Rong
  27. SketchQL: Video Moment Querying with a Visual Query Interface
    SIGMOD 2024 ·
    Renzhi Wu
    ,
    Pramod Chunduri
    , Ali Payani,
    Xu Chu
    ,
    Joy Arulraj
    ,
    Kexin Rong
  28. TEILP: Time Prediction over Knowledge Graphs via Logical Reasoning
    AAAI 2024 ·
    Siheng Xiong
    ,
    Yuan Yang
    , Ali Payani,
    James Clayton Kerce
    ,
    Faramarz Fekri
  29. Temporal Inductive Logic Reasoning over Hypergraphs
    IJCAI 2024 ·
    Yuan Yang
    ,
    Siheng Xiong
    , Ali Payani,
    James Clayton Kerce
    ,
    Faramarz Fekri
  30. When is Tree Search Useful for LLM Planning? It Depends on the Discriminator
    ACL 2024 ·
    Ziru Chen
    ,
    Michael White
    ,
    Raymond J. Mooney
    , Ali Payani,
    Yu Su
    ,
    Huan Sun