Munikoti, Sai

1. Challenges and Opportunities in Deep Reinforcement Learning with Graph Neural Networks: A Comprehensive review of Algorithms and Applications
   2022/06/16 by Sai Munikoti, Deepesh Agarwal, Munikoti, Sai +7 · 6 citations
   Engineering · #Green IT and Sustainability #Advanced Memory and Neural Computing #Advanced Sensor and Energy Harvesting Materials
2. SCITUNE: Aligning Large Language Models with Human-Curated Scientific Multimodal Instructions
   2023/07/03 by Sameera Horawalavithana, Sai Munikoti, Horawalavithana, Sameera +6 · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
3. ATLANTIC: Structure-Aware Retrieval-Augmented Language Model for Interdisciplinary Science
   2023/11/21 by Sai Munikoti, Anurag Acharya, Munikoti, Sai +5 · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Expert finding and Q&A systems #FOS: Computer and information sciences #I.2.7 #Natural Language Processing Techniques #Topic Modeling
4. A General Framework for quantifying Aleatoric and Epistemic uncertainty in Graph Neural Networks
   2022/05/20 by Sai Munikoti, Munikoti, Sai, Deepesh Agarwal +5 · 1 citation
   Computer Science · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. A General Framework for Uncertainty Quantification via Neural SDE-RNN
   2023/06/01 by Dahale, Shweta, Munikoti, Sai, Natarajan, Balasubramaniam · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. Evaluating the Effectiveness of Retrieval-Augmented Large Language Models in Scientific Document Reasoning
   2023/11/07 by Sai Munikoti, Munikoti, Sai, Anurag Acharya +5 · 1 citation
   Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text Readability and Simplification
7. Empirical evaluation of Uncertainty Quantification in Retrieval-Augmented Language Models for Science
   2023/11/15 by Sridevi Wagle, Sai Munikoti, Wagle, Sridevi +7 · 1 citation
   Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #I.2.7 #Topic Modeling
8. NuclearQA: A Human-Made Benchmark for Language Models for the Nuclear Domain
   2023/10/17 by Acharya, Anurag, Munikoti, Sai, Hellinger, Aaron +3 · 1 citation
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7
9. Generalist Multimodal AI: A Review of Architectures, Challenges and Opportunities
   2024/06/08 by Sai Munikoti, Ian Stewart, Munikoti, Sai +11 · 1 citation
   Computer Science · #Speech and dialogue systems #AI-based Problem Solving and Planning #Semantic Web and Ontologies