Conference Papers
Permanent URI for this collectionhttps://idr.nitk.ac.in/handle/123456789/28506
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Item Hidden Markov Model for Hard Disk Drive Failure Detection(Institute of Electrical and Electronics Engineers Inc., 2024) Harish, A.; Prakash, G.; Nair, R.R.; Iyer, V.B.; Mohan, B.R.; Das, M.Understanding disk failures is crucial for both disk manufacturers and users, enabling the production of more dependable disk drives and the establishment of robust storage systems. Detecting disk failure has been found to be facilitated by the use of observable disk properties, especially those provided by the Self-Monitoring and Reporting Technology (SMART) system. In our paper, we leverage the capabilities of the SMART time series dataset to achieve an overall accuracy of 92% in disk failure detection. © 2024 IEEE.Item Refining LLMs with Reinforcement Learning for Human-Like Text Generation(Institute of Electrical and Electronics Engineers Inc., 2024) Harish, A.; Prakash, G.; Nair, R.R.; Iyer, V.B.; Anand Kumar, M.Large Language Models (LLMs) are used widely for tasks involving text generation such as dialogue summarization and creative writing. The generated text often appears unnatural, and this text can easily be distinguished from natural language. In this paper, we leverage the capabilities of Reinforcement Learning to fine-tune LLMs so as to produce text that resembles human language. We have applied the Proximal Policy Optimization algorithm to fine tune a FLAN-T5 LLM for a dialogue summarization task. © 2024 IEEE.