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Sun, Ruoxi

  1. Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
    2025/07/07 by Gheorghe Comanici, Eric Bieber, Comanici, Gheorghe +6844 · 8 voices · 1393 citations
    #cs.CL #cs.AI
  2. Learning to Prompt for Continual Learning
    2021/12/16 by Zifeng Wang, Wang, Zifeng, Zizhao Zhang +17 · 117 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications
  3. DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning
    2022/04/10 by Zifeng Wang, Wang, Zifeng, Zizhao Zhang +19 · 83 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  4. Capabilities of Gemini Models in Medicine
    2024/04/29 by Khaled Saab, Tao Tu, Saab, Khaled +138 · 3 voices · 30 citations
    Computer Science · Decision Sciences · Mathematics · #Mathematical Biology Tumor Growth #Simulation Techniques and Applications #cs.AI #cs.CL #cs.CV #cs.LG
  5. Chain of Agents: Large Language Models Collaborating on Long-Context Tasks
    2024/06/04 by Yusen Zhang, Zhang, Yusen, Ruoxi Sun +9 · 69 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Natural Language Processing Techniques #Topic Modeling
  6. Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows
    2024/11/12 by Fangyu Lei, Jixuan Chen, Lei, Fangyu +29 · 67 citations
    Business, Management and Accounting · Computer Science · Decision Sciences · #Business Process Modeling and Analysis #Service-Oriented Architecture and Web Services #Scientific Computing and Data Management
  7. BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval
    2024/07/16 by Hongjin Su, Su, Hongjin, H. W. Yen +26 · 42 citations
    Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Information Retrieval and Search Behavior #Semantic Web and Ontologies
  8. CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL
    2024/10/02 by Mohammadreza Pourreza, Hailong Li, Pourreza, Mohammadreza +17 · 48 citations
    Computer Science · #Advanced Database Systems and Queries #Data Management and Algorithms #Semantic Web and Ontologies
  9. SQL-PaLM: Improved Large Language Model Adaptation for Text-to-SQL (extended)
    2023/05/26 by Ruoxi Sun, Sercan Ö. Arık, Sun, Ruoxi +15 · 15 citations
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Databases (cs.DB) #FOS: Computer and information sciences #Scientific Computing and Data Management #Semantic Web and Ontologies #Service-Oriented Architecture and Web Services
  10. Learn-by-interact: A Data-Centric Framework for Self-Adaptive Agents in Realistic Environments
    2025/01/18 by Hongjin Su, Su, Hongjin, Ruoxi Sun +9 · 31 citations
    Computer Science · #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Agent Systems and Negotiation
  11. Multi-Agent Design: Optimizing Agents with Better Prompts and Topologies
    2025/02/04 by Han Zhou, Zhou, Han, Xingchen Wan +12 · 30 citations
    Business, Management and Accounting · Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Modular Robots and Swarm Intelligence #Multi-Agent Systems and Negotiation #Multiagent Systems (cs.MA) #Product Development and Customization
  12. Universal Self-Adaptive Prompting
    2023/05/24 by Xingchen Wan, Ruoxi Sun, Wan, Xingchen +12 · 1 voice · 1 citation
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text Readability and Simplification
  13. Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training
    2024/05/31 by Maximillian Chen, Ruoxi Sun, Chen, Maximillian +5 · 14 citations
    Psychology · #Academic and Historical Perspectives in Psychology #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Counseling, Therapy, and Family Dynamics #Educational and Psychological Assessments #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?
    2024/07/15 by Ruisheng Cao, Cao, Ruisheng, Fangyu Lei +43 · 14 citations
    Computer Science · #Semantic Web and Ontologies
  15. The "Beatrix'' Resurrections: Robust Backdoor Detection via Gram Matrices
    2022/09/23 by Wanlun Ma, Ma, Wanlun, Derui Wang +9 · 7 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Electrostatic Discharge in Electronics #FOS: Computer and information sciences
  16. SETS: Leveraging Self-Verification and Self-Correction for Improved Test-Time Scaling
    2025/01/31 by J.-C. CHEN, Jie Ren, Chen, Jiefeng +7 · 16 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Real-time simulation and control systems #Software System Performance and Reliability #Software Testing and Debugging Techniques
  17. Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL
    2025/03/29 by Pourreza, Mohammadreza, Talaei, Shayan, Sun, Ruoxi +5 · 21 citations
    #Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Programming Languages (cs.PL)
  18. Data Hiding with Deep Learning: A Survey Unifying Digital Watermarking and Steganography
    2021/07/20 by Zihan Wang, Olivia Byrnes, Wang, Zihan +13 · 5 citations
    Computer Science · #Advanced Malware Detection Techniques #Advanced Steganography and Watermarking Techniques #Adversarial Robustness in Machine Learning
  19. Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models
    2024/10/09 by Fei Wang, Wang, Fei, Xingchen Wan +6 · 10 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  20. M4I: Multi-modal Models Membership Inference
    2022/09/15 by Hu, Pingyi, Wang, Zihan, Sun, Ruoxi +2 · 4 citations
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  21. Effective Large Language Model Adaptation for Improved Grounding and Citation Generation
    2023/11/16 by Xi Ye, Ruoxi Sun, Ye, Xi +5 · 5 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Topic Modeling
  22. A Duty to Forget, a Right to be Assured? Exposing Vulnerabilities in Machine Unlearning Services
    2023/09/15 by Hongsheng Hu, Hu, Hongsheng, Shuo Wang +13 · 5 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
  23. Teach Better or Show Smarter? On Instructions and Exemplars in Automatic Prompt Optimization
    2024/06/22 by Xingchen Wan, Wan, Xingchen, Ruoxi Sun +5 · 6 citations
    Computer Science · #Teaching and Learning Programming
  24. Better Zero-Shot Reasoning with Self-Adaptive Prompting
    2023/05/23 by Xingchen Wan, Ruoxi Sun, Wan, Xingchen +7 · 4 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text Readability and Simplification
  25. Does GNN Pretraining Help Molecular Representation?
    2022/07/13 by Ruoxi Sun, Sun, Ruoxi, Dai, Hanjun +1 · 3 citations
    Computer Science · Materials Science · #Advanced Graph Neural Networks #Biomolecules (q-bio.BM) #Computational Drug Discovery Methods #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
  26. Using a thousand optimization tasks to learn hyperparameter search strategies
    2020/02/27 by Metz, Luke, Maheswaranathan, Niru, Sun, Ruoxi +3 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  27. Energy-based View of Retrosynthesis
    2020/07/14 by Sun, Ruoxi, Dai, Hanjun, Li, Li +2 · 2 citations
    #Chemical Physics (physics.chem-ph) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantitative Methods (q-bio.QM)
  28. Reverse engineering learned optimizers reveals known and novel\n mechanisms
    2020/11/04 by Niru Maheswaranathan, David Sussillo, Maheswaranathan, Niru +7 · 2 citations
    Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Metaheuristic Optimization Algorithms Research #Model Reduction and Neural Networks #Neural Networks and Applications #Neural Networks and Reservoir Computing #Neural and Evolutionary Computing (cs.NE) #Stochastic Gradient Optimization Techniques
  29. From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation
    2025/02/01 by Xingchen Wan, Wan, Xingchen, Han Zhou +9 · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  30. Snipuzz: Black-box Fuzzing of IoT Firmware via Message Snippet Inference
    2021/05/12 by Xiaotao Feng, Ruoxi Sun, Feng, Xiaotao +12 · 2 citations
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #D.2.5 #FOS: Computer and information sciences #J.7 #Software Testing and Debugging Techniques
  31. Mate! Are You Really Aware? An Explainability-Guided Testing Framework for Robustness of Malware Detectors
    2021/11/19 by Ruoxi Sun, Sun, Ruoxi, Minhui Xue +13 · 2 citations
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  32. SQL-GEN: Bridging the Dialect Gap for Text-to-SQL Via Synthetic Data And Model Merging
    2024/08/22 by Pourreza, Mohammadreza, Sun, Ruoxi, Li, Hailong +3 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  33. Edge Unlearning is Not "on Edge"! An Adaptive Exact Unlearning System on Resource-Constrained Devices
    2024/10/14 by Xiaoyu Xia, Ziqi Wang, Xia, Xiaoyu +9 · 4 citations
    Engineering · Computer Science · #Analog and Mixed-Signal Circuit Design #Neural Networks and Applications
  34. StyleFool: Fooling Video Classification Systems via Style Transfer
    2022/03/30 by Cao, Yuxin, Xiao, Xi, Sun, Ruoxi +3 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
  35. SQLPrompt: In-Context Text-to-SQL with Minimal Labeled Data
    2023/11/06 by Sun, Ruoxi, Arik, Sercan Ö., Sinha, Rajarishi +4 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  36. PublicCheck: Public Integrity Verification for Services of Run-time Deep Models
    2022/03/21 by Wang, Shuo, Abuadbba, Sharif, Agarwal, Sidharth +6 · 1 citation
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
  37. Path Transitions Tell More:Optimizing Fuzzing Schedules via Runtime Program States
    2022/01/12 by Zhang, Kunpeng, Xiao, Xi, Zhu, Xiaogang +3 · 1 citation
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Software Engineering (cs.SE)
  38. On the Role of Feedback in Test-Time Scaling of Agentic AI Workflows
    2025/04/02 by Mohammadreza Pourreza, Chakraborty, Souradip, Pourreza, Mohammadreza +16 · 2 citations
    Decision Sciences · Computer Science · #Scientific Computing and Data Management #Explainable Artificial Intelligence (XAI) #Multi-Agent Systems and Negotiation
  39. Maestro: Self-Improving Text-to-Image Generation via Agent Orchestration
    2025/09/12 by Xingchen Wan, Wan, Xingchen, Han Zhou +11 · 4 citations
    Computer Science · Arts and Humanities · #Artificial Intelligence in Games #Mathematics, Computing, and Information Processing #Digital Humanities and Scholarship
  40. DynScaling: Efficient Verifier-free Inference Scaling via Dynamic and Integrated Sampling
    2025/06/19 by Wang, Fei, Wan, Xingchen, Sun, Ruoxi +2 · 2 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Machine Learning and Algorithms