Before starting my PhD, I was a Software Engineer with the Selection Monitoring and Catalog Systems organization at Amazon in Seattle. Prior to that I was an MS CS student at Georgia Tech. At Georgia Tech, I was advised by Prof Srijan Kumar in the CLAWS Lab. I also dabble as a Research mentor with SimPPL.
Research Interest
I am interested in designing AI that are safer, more controllable, and socially aligned. My research areas broadly focus on the following:
🤹🏼 Personalization
How do models internalize and represent human personas? I explore how latent subspaces can be used to enable more precise behavioral control.
How does user context influence model behavior? My research examines how context drives variation in empathy and how models respond to implicit cues such as dialect or identity.
How do LLMs build internal “maps” of the world? I investigate how geographic and spatial knowledge is structured within a model’s weights and how this impacts downstream reasoning.
🛡️ AI Safety and Social Alignment
Can we steer models toward safer behavior without retraining? I use activation patching and causal mediation analysis to identify internal circuits and develop inference-time methods for bias mitigation.
How do we identify adversarial and negative LLM behavior? I study what triggers and how to stop model’s harmful social behavior.
🤝🌐 Computational Social Science
How can AI support healthier online communities? My work focuses on building tools that identify nuanced social phenomena, such as detecting dog whistles and analyzing the reasoning behind hate speech.
How does AI interpret intent in digital spaces? I explore how NLP frameworks and prompt optimization can be applied to study rampant motherhood burnout as expressed in reddit communities
Publications
EMNLP Findings 2025
Malik, Ananya, Nazanin Sabri, Melissa Karnaze, and Mai Elsherief.
Are LLMs Empathetic to All? Investigating the Influence of Multi-Demographic Personas on a Model's Empathy.📄 Paper Link
Malik, Ananya, Sharma, Kartik, Ng Lynette Hui Xian, Bhatt, Shaily.
Who Speaks Matters: Analysing the Influence of the Speaker’s Ethnicity on Hate Classification.📄 Paper Link
Pre-print
Malik, AnanyaEvaluating Large Language Models through Gender and Racial Stereotypes.📄 Paper Link
ITM Web Conference
Amogh Parab, Ananya Malik, Arish Damania, Arnav Parekhji
Successive Image Generation from a Single Sentence.📄 Paper Link
Elsvier
A.Malik, Y. Javeri, M. Shah, R. Mangrulkar,
Impact Analysis of Covid 19 News Headlines on Global Economy Cyber-Physical Systems for COVID-19, Elsevier
📄 Paper Link
IJCA
A.MalikSurvey paper on applications of generative adversarial networks in the field of social media📄 Paper Link