Shiva Kumar Pentyala

According to our database, Shiva Kumar Pentyala authored at least 4 papers between 2024 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Turning Conversations into Workflows: A Framework to Extract and Evaluate Dialog Workflows for Service AI Agents.

Prafulla Kumar Choubey, Xiangyu Peng, Shilpa Bhagavath, Caiming Xiong, Shiva Kumar Pentyala, Chien-Sheng Wu

Proceedings of the Findings of the Association for Computational Linguistics, 2025

2024

UNA: Unifying Alignments of RLHF/PPO, DPO and KTO by a Generalized Implicit Reward Function.

Zhichao Wang, Bin Bi, Can Huang, Shiva Kumar Pentyala, Zixu James Zhu, Sitaram Asur, Na Claire Cheng

CoRR, 2024

A Comprehensive Survey of LLM Alignment Techniques: RLHF, RLAIF, PPO, DPO and More.

Zhichao Wang, Bin Bi, Shiva Kumar Pentyala, Kiran Ramnath, Sougata Chaudhuri, Shubham Mehrotra, Zixu James Zhu, Xiang-Bo Mao, Sitaram Asur, Na Claire Cheng

CoRR, 2024

PAFT: A Parallel Training Paradigm for Effective LLM Fine-Tuning.

Shiva Kumar Pentyala, Zhichao Wang, Bin Bi, Kiran Ramnath, Xiang-Bo Mao, Regunathan Radhakrishnan, Sitaram Asur, Na Claire Cheng

CoRR, 2024