Publications
-
Node Classification with Integrated Reject Option [Paper] [Code]
Uday Bhaskar, Jayadratha Gayen, Charu Sharma, and Naresh Manwani.
Published in Transactions on Machine Learning Research (TMLR) 2025.
Oral Presentation at Deployable AI Workshop, AAAI 2025.
-
Efficient Training Strategies for Local Differentially Private Federated Networks [arXiv] [Code]
Uday Bhaskar, Varul Srivastava, Avyukta Manjunatha Vummintala, Naresh Manwani, Sujit Gujar, et al.
Poster Presentation at Privacy Enhancing Technologies Symposium 2024.
arXiv preprint. Under Review.
Projects
-
Physics of Language Models —
[Code]
- I really enjoyed the ICML 2024 Tutorial on Physics of Language Models by Zeyuan Allen-Zhu and wanted to further explore fundemental capabilities of Language Models in Knowledge Retrieval and Manipulation.
- Generated synthetic datasets bioR and bioS as mentioned in this paper.
- Forked NanoGPT by Karpathy Sensei and extended it for instruction tuning.
- Compared performance of these models for various training strategies like Mixed Training, Augmentation, etc. as worked in this line of work.
-
NotebookMLX —
[Code]
- Implemented the podcast generation feature from NotebookLM to run locally on M-series Mac with 16GB> unified memory using MLX Framework
- Extracted and processed text from PDFs using feather language models. Generated podcast script as conversation between two hosts using Llama-8b and TTS Model Kokoro-82M to generate audio