DPO Kernels: A Semantically-Aware, Kernel-Enhanced, and Divergence-Rich Paradigm for Direct Preference Optimization. - Amitava Das 001; Suranjana Trivedy; Danush Khanna; Yaswanth Narsupalli; Basab Ghosh; Rajarshi Roy 007; Gurpreet Singh; Vinija Jain; Vasu Sharma; Aishwarya Naresh Reganti; Aman Chadha (ACL (Findings), 2025)

AdversariaL attacK sAfety aLIgnment(ALKALI): Safeguarding LLMs through GRACE: Geometric Representation-Aware Contrastive Enhancement- Introducing Adversarial Vulnerability Quality Index (AVQI). - Danush Khanna; Krishna Kumar; Basab Ghosh; Vinija Jain; Vasu Sharma; Aman Chadha; Amitava Das 001 (CoRR, 2025)

RADIANT: Retrieval AugmenteD entIty-context AligNmenT - Introducing RAG-ability and Entity-Context Divergence. - Vipula Rawte; Rajarshi Roy 007; Gurpreet Singh; Danush Khanna; Yaswanth Narsupalli; Basab Ghosh; Abhay Gupta; Argha Kamal Samanta; Aditya Shingote; Aadi Krishna Vikram; Vinija Jain; Aman Chadha; et al. (CoRR, 2025)