Projects
Featured
SImpL: Self-Improving LLMs via Implication Learning A self-improving LLM framework that distills context into reusable implications.
Built a self-improving LLM framework that distills context into reusable, query-independent implications, matching SEAL’s accuracy with 20×+ lower training time.
Improved reasoning accuracy by up to 10.5 percentage points across Llama and Qwen models; explored LoRA-based test-time training and GRPO/DRGRPO for implication learning.
Tech: LLMs, LoRA, Test-Time Training, GRPO, Llama, Qwen
Risk-Aware Actor-Critic Reinforcement Learning Two risk-aware extensions of TD3 using distributional critics and CVaR objectives.
Implemented two risk-aware extensions of TD3 using distributional critics and CVaR objectives to trade off expected performance against worst-case outcomes.
Evaluated quantile-regression and Gaussian variants across seven MuJoCo environments; Gaussian TD3 achieved the highest return in 4/7 environments.
Tech: Reinforcement Learning, TD3, CVaR, Distributional RL, MuJoCo
BeaconBot An AI-powered RAG chatbot designed for childwelfare.gov.
A Retrieval-Augmented Generation chatbot that helps users navigate child-welfare resources by grounding its answers in childwelfare.gov content, so responses stay accurate and traceable to source material.
Tech: LLMs, RAG, Chatbots
Development Projects
TechTree Interactive course-prerequisite maps for 350+ courses, used by 3000+ people at IIITD.
A visualization of course prerequisites via interactive tables and directed acyclic graphs for 350+ courses offered at IIITD. Currently in use by 3000+ students, faculty, and administrative staff.
Tech: Data Visualization, DAGs, Web
HideNoSeek Manage privacy settings across multiple social platforms in a few clicks.
A one-stop tool to manage privacy settings across multiple social media platforms at once — no more digging through each site’s settings, just a few clicks to lock everything down.
Tech: Browser Extension, Privacy
Course & Research Projects
Reddit community analysis The pandemic's impact on interaction between academic communities on Reddit.
Analyzed cross-community interactions on Reddit to understand how the pandemic reshaped the way different academic disciplines engaged with one another online.
Tech: Data Analysis, Social Computing
Income, inequality and pollution Groundwater pollution vs. income & power inequality across Indian districts.
Examined how groundwater pollution correlates with income and power inequalities across Indian districts, exploring whether environmental burdens fall disproportionately on less-privileged communities.
Tech: Data Analysis, Public Policy
Lockdown's impact on memory A research proposal on the COVID-19 lockdown's impact on visual and working memory.
A research proposal designed to measure how prolonged COVID-19 lockdowns affected visual and working memory, including the study design, hypotheses, and proposed methodology.
Tech: Cognitive Science, Research Design
Great Depression of 1930s An economic analysis of the Great Depression of the 1930s.
An economic analysis of the causes, mechanisms, and aftermath of the Great Depression of the 1930s, examining the policy decisions and market dynamics that shaped it.
Tech: Economics, Data Analysis
Posner's Cue Experiment A Python implementation of Posner's cueing task.
A Python implementation of Posner’s cueing task, the classic attention paradigm used to measure how spatial cues speed up or slow down responses to visual targets.
Tech: Python, Psychology Experiments