Gagrani, Mukul
- On Speculative Decoding for Multimodal Large Language Models
2024/04/13 by Mukul Gagrani, Raghavv Goel, Gagrani, Mukul +9 · 6 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
- Recursive Speculative Decoding: Accelerating LLM Inference via Sampling Without Replacement
2024/02/21 by Jeon, Wonseok, Gagrani, Mukul, Goel, Raghavv +3 · 4 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Learning Unknown Markov Decision Processes: A Thompson Sampling Approach
2017/09/14 by Yi Ouyang, Ouyang, Yi, Mukul Gagrani +5 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- CAOTE: KV Cache Selection for LLMs via Attention Output Error-Based Token Eviction
2025/04/18 by Raghavv Goel, Junyoung Park, Goel, Raghavv +13 · 1 voice
Computer Science · #Advanced Data Storage Technologies #Computation and Language (cs.CL) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Packet Processing and Optimization #cs.CL #cs.LG
- Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs
2024/02/29 by Goel, Raghavv, Gagrani, Mukul, Jeon, Wonseok +3 · 2 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- VOCABTRIM: Vocabulary Pruning for Efficient Speculative Decoding in LLMs
2025/06/28 by Raghavv Goel, Goel, Raghavv, Mukul Gagrani +19 · 4 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Speech and dialogue systems
- Thompson sampling for linear quadratic mean-field teams
2020/11/09 by Mukul Gagrani, Sagar Sudhakara, Gagrani, Mukul +7 · 1 citation
Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Optimization and Search Problems #Reinforcement Learning in Robotics