5 papers
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…
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…
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…
Normative Modules: A Generative Agent Architecture for Learning Norms that Supports Multi-Agent Cooperation
Atrisha Sarkar, Andrei Ioan Muresanu, Carter Blair +3
Generative agents, which implement behaviors using a large language model (LLM) to interpret and evaluate an environment, has demonstrated the capacity to solve complex tasks acros…
How Much You Ate? Food Portion Estimation on Spoons
Aaryam Sharma, Chris Czarnecki, Yuhao Chen +3
Monitoring dietary intake is a crucial aspect of promoting healthy living. In recent years, advances in computer vision technology have facilitated dietary intake monitoring throug…