Taly, Ankur
- Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
2025/07/07 by Gheorghe Comanici, Comanici, Gheorghe, Eric Bieber +6844 · 8 voices · 1398 citations
#cs.CL #cs.AI
- Axiomatic Attribution for Deep Networks
2017/03/04 by Mukund Sundararajan, Sundararajan, Mukund, Ankur Taly +3 · 1 voice · 642 citations
Computer Science · #Advanced Graph Neural Networks #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.LG
- Sufficient Context: A New Lens on Retrieval Augmented Generation Systems
2024/11/09 by Hailey Joren, Joren, Hailey, Jianyi Zhang +9 · 5 voices · 23 citations
Computer Science · #Advanced Data Compression Techniques #Advanced Image and Video Retrieval Techniques #Algorithms and Data Compression #Computation and Language (cs.CL) #FOS: Computer and information sciences
- Explainable Machine Learning in Deployment
2019/09/13 by Bhatt, Umang, Xiang, Alice, Sharma, Shubham +7 · 20 citations
#Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Counterfactual Fairness in Text Classification through Robustness
2018/09/27 by Garg, Sahaj, Perot, Vincent, Limtiaco, Nicole +3 · 12 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- The Explanation Game: Explaining Machine Learning Models Using Shapley\n Values
2019/09/17 by Luke Merrick, Merrick, Luke, Ankur Taly +1 · 1 voice · 1 citation
Computer Science · #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning #Machine Learning in Healthcare
- Gradients of Counterfactuals
2016/11/08 by Mukund Sundararajan, Ankur Taly, Sundararajan, Mukund +3 · 10 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting
2024/07/11 by Zilong Wang, Wang, Zilong, Zifeng Wang +21 · 24 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
- First is Better Than Last for Language Data Influence
2022/02/24 by Chih‐Kuan Yeh, Yeh, Chih-Kuan, Ankur Taly +7 · 10 citations
Computer Science · #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Natural Language Processing Techniques #Topic Modeling
- Did the Model Understand the Question?
2018/05/14 by Mudrakarta, Pramod Kaushik, Taly, Ankur, Sundararajan, Mukund +1 · 5 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- Interpretable Mixture of Experts
2022/06/05 by Aya Abdelsalam Ismail, Ismail, Aya Abdelsalam, Sercan Ö. Arık +9 · 5 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- An Efficient Rehearsal Scheme for Catastrophic Forgetting Mitigation during Multi-stage Fine-tuning
2024/02/12 by Andrew Bai, Bai, Andrew, Chih‐Kuan Yeh +5 · 1 citation
Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks