3 papers
cs.LG2026
When Is a Draft Accepted? A Theory of Acceptance in Speculative Decoding
Aaryam Sharma
Speculative decoding accelerates language model inference by using a fast drafter to propose candidate tokens that are then verified by a larger target model. Existing theory large…
cs.CV2025
Improving Remote Sensing Classification using Topological Data Analysis and Convolutional Neural Networks
Aaryam Sharma
Topological data analysis (TDA) is a relatively new field that is gaining rapid adoption due to its robustness and ability to effectively describe complex datasets by quantifying g…
cs.LG2025
Air in Your Neighborhood: Fine-Grained AQI Forecasting Using Mobile Sensor Data
Aaryam Sharma
Air pollution has become a significant health risk in developing countries. While governments routinely publish air-quality index (AQI) data to track pollution, these values fail t…