Tajer, Ali

19 publications

TMLR 2025 Combinatorial Multi-Armed Bandits: Arm Selection via Group Testing Arpan Mukherjee, Shashanka Ubaru, Keerthiram Murugesan, Karthikeyan Shanmugam, Ali Tajer

NeurIPS 2025 Reward-Oriented Causal Representation Learning Zirui Yan, Emre Acartürk, Ali Tajer

AISTATS 2025 Risk-Sensitive Bandits: Arm Mixture Optimality and Regret-Efficient Algorithms Meltem Tatlı, Arpan Mukherjee, L. A. Prashanth, Karthikeyan Shanmugam, Ali Tajer

JMLR 2025 Score-Based Causal Representation Learning: Linear and General Transformations Burak Varici, Emre Acartürk, Karthikeyan Shanmugam, Abhishek Kumar, Ali Tajer

AISTATS 2024 Causal Bandits with General Causal Models and Interventions Zirui Yan, Dennis Wei, Dmitriy A Katz, Prasanna Sattigeri, Ali Tajer

AISTATS 2024 General Identifiability and Achievability for Causal Representation Learning Burak Varici, Emre Acartürk, Karthikeyan Shanmugam, Ali Tajer

NeurIPS 2024 Interventional Causal Discovery in a Mixture of DAGs Burak Varıcı, Dmitriy A. Katz, Dennis Wei, Prasanna Sattigeri, Ali Tajer

NeurIPS 2024 Linear Causal Bandits: Unknown Graph and Soft Interventions Zirui Yan, Ali Tajer

NeurIPS 2024 Linear Causal Representation Learning from Unknown Multi-Node Interventions Burak Varıcı, Emre Acartürk, Karthikeyan Shanmugam, Ali Tajer

NeurIPS 2024 Sample Complexity of Interventional Causal Representation Learning Emre Acartürk, Burak Varıcı, Karthikeyan Shanmugam, Ali Tajer

TMLR 2024 Separability Analysis for Causal Discovery in Mixture of DAGs Burak Varici, Dmitriy Katz, Dennis Wei, Prasanna Sattigeri, Ali Tajer

JMLR 2023 Causal Bandits for Linear Structural Equation Models Burak Varici, Karthikeyan Shanmugam, Prasanna Sattigeri, Ali Tajer

NeurIPSW 2023 Score-Based Causal Representation Learning from Interventions: Nonparametric Identifiability Burak Varici, Emre Acartürk, Karthikeyan Shanmugam, Ali Tajer

AAAI 2023 When Neural Networks Fail to Generalize? a Model Sensitivity Perspective Jiajin Zhang, Hanqing Chao, Amit Dhurandhar, Pin-Yu Chen, Ali Tajer, Yangyang Xu, Pingkun Yan

UAI 2022 Intervention Target Estimation in the Presence of Latent Variables Burak Varici, Karthikeyan Shanmugam, Prasanna Sattigeri, Ali Tajer

AISTATS 2021 Learning Shared Subgraphs in Ising Model Pairs Burak Varici, Saurabh Sihag, Ali Tajer

NeurIPS 2021 Mean-Based Best Arm Identification in Stochastic Bandits Under Reward Contamination Arpan Mukherjee, Ali Tajer, Pin-Yu Chen, Payel Das

NeurIPS 2021 Scalable Intervention Target Estimation in Linear Models Burak Varici, Karthikeyan Shanmugam, Prasanna Sattigeri, Ali Tajer

NeurIPS 2019 Structure Learning with Side Information: Sample Complexity Saurabh Sihag, Ali Tajer