Aparna Taneja
19 papers · 2013–2025 · 7 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (36) π Academic Marathon Β· Half π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver π£ Hot Topic Early Bird
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Keyword Pioneer
π€
Dynamic Duo
(18)
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Keyword Champion
(3)
π
Trend Setter
π
Century Club Β· Bronze
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Conference Pioneer
β‘
Prolific Year Β· Productive
π
Renaissance Researcher
(6)
ποΈ
Keyword Collector
(93)
Top co-authors
Research topics
Machine Learning
(18)
Learning Types
(12)
Optimization & Theory
(9)
Artificial Intelligence
(8)
Core AI
(8)
Mathematics & Optimization
(7)
Optimization
(7)
Healthcare & Medicine
(5)
Application Areas
(5)
Clinical
(5)
Reinforcement Learning
(3)
Methods
(3)
Core Methods
(2)
Learning Paradigms
(2)
Computer Vision
(1)
Keywords
restless multi-armed bandit
(10)
resource allocation
(7)
maternal health
(6)
public health
(3)
restless bandit
(3)
restless multi-arm bandit
(2)
whittle index
(2)
budget allocation
(2)
healthcare intervention
(2)
mobile health
(2)
decision-focused learning
(2)
causal inference
(2)
sequential decision making
(2)
automated planning
(1)
feature selection
(1)
policy evaluation
(1)
change detection
(1)
computer vision
(1)
robust optimization
(1)
3d reconstruction
(1)
Papers
Context in Public Health for Underserved Communities: A Bayesian Approach to Online Restless Bandits
AAAI 2025
Evaluating Index-based Treatment Allocation in Underresourced Communities
AAAI 2025
Learning to Call: A Field Trial of a Collaborative Bandit Algorithm for Optimizing Call Timing in Mobile Maternal Health
MLHC 2025
The Bandit Whisperer: Communication Learning for Restless Bandits
AAAI 2025
A Decision-Language Model (DLM) for Dynamic Restless Multi-Armed Bandit Tasks in Public Health
NeurIPS 2024
Group Fairness in Predict-Then-Optimize Settings for Restless Bandits
UAI 2024
Improving Health Information Access in the Worldβs Largest Maternal Mobile Health Program via Bandit Algorithms
AAAI 2024
Towards a Pretrained Model for Restless Bandits via Multi-arm Generalization
IJCAI 2024
Flexible Budgets in Restless Bandits: A Primal-Dual Algorithm for Efficient Budget Allocation
AAAI 2023
Improved Policy Evaluation for Randomized Trials of Algorithmic Resource Allocation
ICML 2023
Increasing Impact of Mobile Health Programs: SAHELI for Maternal and Child Care
AAAI 2023
Limited Resource Allocation in a Non-Markovian World: The Case of Maternal and Child Healthcare
IJCAI 2023
Optimistic Whittle Index Policy: Online Learning for Restless Bandits
AAAI 2023
Robust Planning over Restless Groups: Engagement Interventions for a Large-Scale Maternal Telehealth Program
AAAI 2023
Scalable Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Health
AAAI 2023
ADVISER: AI-Driven Vaccination Intervention Optimiser for Increasing Vaccine Uptake in Nigeria
IJCAI 2022
Facilitating Human-Wildlife Cohabitation through Conflict Prediction
AAAI 2022
Field Study in Deploying Restless Multi-Armed Bandits: Assisting Non-profits in Improving Maternal and Child Health
AAAI 2022
City-Scale Change Detection in Cadastral 3D Models Using Images
CVPR 2013