DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling. - Pala Tej Deep; Rishabh Bhardwaj; Soujanya Poria (CoRR, 2024)

Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique. - Pala Tej Deep; Vernon Toh Yan Han; Rishabh Bhardwaj; Soujanya Poria (CoRR, 2024)

Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial Reasoning. - Qi Sun; Pengfei Hong; Pala Tej Deep; Vernon Toh; U-Xuan Tan; Deepanway Ghosal; Soujanya Poria (ACL (1), 2025)

PromptDistill: Query-based Selective Token Retention in Intermediate Layers for Efficient Large Language Model Inference. - Weisheng Jin; Maojia Song; Pala Tej Deep; Yew Ken Chia; Amir Zadeh 001; Chuan Li; Soujanya Poria (CoRR, 2025)

Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical Supervision. - Pala Tej Deep; Panshul Sharma; Amir Zadeh 001; Chuan Li; Soujanya Poria (CoRR, 2025)

Lessons from Training Grounded LLMs with Verifiable Rewards. - Shang Hong Sim; Pala Tej Deep; Vernon Toh; Hai Leong Chieu; Amir Zadeh 001; Chuan Li; Navonil Majumder; Soujanya Poria (CoRR, 2025)