AI & ML interests

Driving technical breakthroughs in AI through cutting-edge research and innovation, with a focus on solving complex challenges in LLMs and other generative models and contribute to top-tier conferences (ICML, ICLR, NeurIPS, AAAI, KDD, CVPR, ICCV, etc.)

Recent Activity

RespAI Lab

šŸ“ Bhubaneswar, India
✨ Advancing large language models through cutting-edge research.

About Us

RespAI Lab, led by Dr. Murari Mandal, focuses on overcoming challenges in large language models (LLMs) like long-content processing, inference efficiency, interpretability, and alignment. We also explore synthetic persona creation, regulatory issues, model merging, knowledge verification, and unlearning techniques.

Current Research Areas

  • Enhancing advanced reasoning in LLMs: Improving complex reasoning abilities for better decision-making and contextual understanding.
  • Long-content processing for LLMs: Addressing performance bottlenecks, memory limitations, and information loss.
  • Inference efficiency optimization: Reducing computational costs while improving speed and memory usage.
  • Interpretability and alignment: Ensuring AI models align with human values and addressing hallucination issues.
  • Synthetic persona and societal dynamics: Creating and studying synthetic personalities and communities.
  • Regulatory challenges in LLMs: Tackling data privacy issues and implementing unlearning techniques.
  • Model merging and knowledge verification: Merging models and verifying the accuracy of generated knowledge.

Join Us

Be a part of our mission to drive AI innovation! Explore our work, contribute, and collaborate with us to create meaningful advancements.

šŸ’» Visit us: RespAI Lab Website
šŸ¤ Join us on Hugging Face: RespAI Lab Organization

models

None public yet