Ali Payani
- Large Language Models Can Learn Temporal Reasoning
2024/01/12 by Siheng Xiong, Ali Payani, Xiong, Siheng +5 · 29 citations
Computer Science · Social Sciences · #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation
2023/05/24 by Yuan Yang, Yang, Yuan, Siheng Xiong +7 · 15 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling
- Inductive Logic Programming via Differentiable Deep Neural Logic Networks
2019/06/08 by Ali Payani, Faramarz Fekri, Payani, Ali +1 · 5 citations
Computer Science · #Bayesian Modeling and Causal Inference #Logic, Reasoning, and Knowledge #Rough Sets and Fuzzy Logic
- Text-to-SQL Error Correction with Language Models of Code
2023/05/22 by Ziru Chen, Chen, Ziru, Shijie Chen +13 · 6 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling #Web Data Mining and Analysis
- Towards Hierarchical Multi-Agent Workflows for Zero-Shot Prompt Optimization
2024/05/30 by Yuchi Liu, Liu, Yuchi, Jaskirat Singh +7 · 7 citations
Engineering · Computer Science · #Fault Detection and Control Systems #Embedded Systems Design Techniques #Advanced Control Systems Optimization
- Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution
2024/09/30 by Haiyan Zhao, Heng Zhao, Zhao, Haiyan +9 · 8 citations
Computer Science · #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity
2024/03/18 by Siddharth Joshi, Joshi, Siddharth, Arnav Jain +5 · 6 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #AI in cancer detection #Biomedical Text Mining and Ontologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG)
- When is Tree Search Useful for LLM Planning? It Depends on the Discriminator
2024/02/16 by Ziru Chen, Chen, Ziru, Michael White +9 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Mining Algorithms and Applications #Digital Rights Management and Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
- Can Knowledge Editing Really Correct Hallucinations?
2024/10/21 by Canyu Chen, Huang, Baixiang, Chen, Canyu +6 · 7 citations
Arts and Humanities · Neuroscience · #Mental Health and Psychiatry #Hallucinations in medical conditions #Functional Brain Connectivity Studies
- Learning Algorithms via Neural Logic Networks
2019/04/02 by Ali Payani, Payani, Ali, Faramarz Fekri +1 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Logic, Reasoning, and Knowledge #Machine Learning (cs.LG) #Machine Learning and Algorithms
- Investigating the Shortcomings of LLMs in Step-by-Step Legal Reasoning
2025/02/08 by Venkatesh Mishra, Bimsara Pathiraja, Mishra, Venkatesh +13 · 6 citations
Computer Science · Social Sciences · #Artificial Intelligence in Law #Computation and Language (cs.CL) #FOS: Computer and information sciences #Law, AI, and Intellectual Property #Legal Education and Practice Innovations
- SAIF: A Sparse Autoencoder Framework for Interpreting and Steering Instruction Following of Language Models
2025/02/17 by Zirui He, Haiyan Zhao, He, Zirui +11 · 5 citations
Computer Science · #Natural Language Processing Techniques #Intelligent Tutoring Systems and Adaptive Learning
- Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity
2025/05/30 by Dang Nguyen, Ali Payani, Nguyen, Dang +3 · 5 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
- Personalized Federated Fine-tuning for Heterogeneous Data: An Automatic Rank Learning Approach via Two-Level LoRA
2025/03/05 by Jie Hao, Hao, Jie, Yiping Wu +7 · 2 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Stochastic Gradient Optimization Techniques #Machine Learning and Data Classification
- SAE-SSV: Supervised Steering in Sparse Representation Spaces for Reliable Control of Language Models
2025/05/22 by Zirui He, He, Zirui, Mingyu Jin +9 · 5 citations
Computer Science · #Topic Modeling #Explainable Artificial Intelligence (XAI) #Multimodal Machine Learning Applications
- AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists
2025/06/09 by Yifei Li, Li, Yifei, Hanane Nour Moussa +33 · 2 citations
Computer Science · Decision Sciences · Materials Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Machine Learning in Materials Science #Scientific Computing and Data Management
- AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control
2025/06/25 by Ruosen Li, Li, Ruosen, Quan Zhang +10 · 4 citations
Computer Science · Decision Sciences · #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling