Rajat Sen

Proceedings of the 15th Innovations in Theoretical Computer Science Conference, 2024

2023

Transformers can optimally learn regression mixture models.

[BibT_eX]

[DOI]

CoRR, 2023

A decoder-only foundation model for time-series forecasting.

[BibT_eX]

[DOI]

CoRR, 2023

Linear Regression using Heterogeneous Data Batches.

[BibT_eX]

[DOI]

CoRR, 2023

Long-term Forecasting with TiDE: Time-series Dense Encoder.

[BibT_eX]

[DOI]

CoRR, 2023

Dirichlet Proportions Model for Hierarchically Coherent Probabilistic Forecasting.

[BibT_eX]

[DOI]

Proceedings of the Uncertainty in Artificial Intelligence, 2023

Blackbox optimization of unimodal functions.

[BibT_eX]

[DOI]

Proceedings of the Uncertainty in Artificial Intelligence, 2023

Efficient List-Decodable Regression using Batches.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2023

2022

Trimmed Maximum Likelihood Estimation for Robust Learning in Generalized Linear Models.

[BibT_eX]

[DOI]

CoRR, 2022

A Top-Down Approach to Hierarchically Coherent Probabilistic Forecasting.

[BibT_eX]

[DOI]

CoRR, 2022

Trimmed Maximum Likelihood Estimation for Robust Generalized Linear Model.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

On Learning Mixture of Linear Regressions in the Non-Realizable Setting.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2022

On the benefits of maximum likelihood estimation for Regression and Forecasting.

[BibT_eX]

[DOI]

Pranjal Awasthi

Abhimanyu Das

Ananda Theertha Suresh

Proceedings of the Tenth International Conference on Learning Representations, 2022

2021

Auto-Tuning for Cellular Scheduling Through Bandit-Learning and Low-Dimensional Clustering.

[BibT_eX]

[DOI]

IEEE/ACM Trans. Netw., 2021

Learning Unknown Service Rates in Queues: A Multiarmed Bandit Approach.

[BibT_eX]

[DOI]

Subhashini Krishnasamy

Ramesh Johari

Oper. Res., 2021

Cluster-and-Conquer: A Framework For Time-Series Forecasting.

[BibT_eX]

[DOI]

CoRR, 2021

Hierarchically Regularized Deep Forecasting.

[BibT_eX]

[DOI]

CoRR, 2021

Top-k eXtreme Contextual Bandits with Arm Hierarchy.

[BibT_eX]

[DOI]

CoRR, 2021

Session-Aware Query Auto-completion using Extreme Multi-Label Ranking.

[BibT_eX]

[DOI]

Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

Top-k eXtreme Contextual Bandits with Arm Hierarchy.

[BibT_eX]

[DOI]

Proceedings of the 38th International Conference on Machine Learning, 2021

2020

Mix and Match: An Optimistic Tree-Search Approach for Learning Models from Mixture Distributions.

[BibT_eX]

[DOI]

Matthew Faw

Constantine Caramanis

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2019

Importance Weighted Generative Networks.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019

Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting.

[BibT_eX]

[DOI]

Hsiang-Fu Yu

Inderjit S. Dhillon

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Blocking Bandits.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Online Channel-state Clustering And Multiuser Capacity Learning For Wireless Scheduling.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE Conference on Computer Communications, 2019

Noisy Blackbox Optimization using Multi-fidelity Queries: A Tree Search Approach.

[BibT_eX]

[DOI]

Kirthevasan Kandasamy

Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019

2018

Noisy Blackbox Optimization with Multi-Fidelity Queries: A Tree Search Approach.

[BibT_eX]

[DOI]

Kirthevasan Kandasamy

CoRR, 2018

Mimic and Classify : A meta-algorithm for Conditional Independence Testing.

[BibT_eX]

[DOI]

Himanshu Asnani

Arman Rahimzamani

Sreeram Kannan

CoRR, 2018

Multi-Fidelity Black-Box Optimization with Hierarchical Partitions.

[BibT_eX]

[DOI]

Kirthevasan Kandasamy

Proceedings of the 35th International Conference on Machine Learning, 2018

Contextual Bandits with Stochastic Experts.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2018

2017

Comprehensive design methodology for control and data planes in wavelength-routed optical networks.

[BibT_eX]

[DOI]

Gitanjali Chandwani

Debasish Datta

Photonic Netw. Commun., 2017

Causal Best Intervention Identification via Importance Sampling.

[BibT_eX]

[DOI]

CoRR, 2017

Model-Powered Conditional Independence Test.

[BibT_eX]

[DOI]

Ananda Theertha Suresh

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Identifying Best Interventions through Online Importance Sampling.

[BibT_eX]

[DOI]

Proceedings of the 34th International Conference on Machine Learning, 2017

Contextual Bandits with Latent Confounders: An NMF Approach.

[BibT_eX]

[DOI]

Murat Kocaoglu

Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017

2016

Detecting Sponsored Recommendations.

[BibT_eX]

[DOI]

Subhashini Krishnasamy

Sewoong Oh

ACM Trans. Model. Perform. Evaluation Comput. Syst., 2016

Latent Contextual Bandits: A Non-Negative Matrix Factorization Approach.

[BibT_eX]

[DOI]

Murat Kocaoglu

CoRR, 2016

Regret of Queueing Bandits.

[BibT_eX]

[DOI]

Subhashini Krishnasamy

Ramesh Johari

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

2013

SI-DFA: Sub-expression integrated Deterministic Finite Automata for Deep Packet Inspection.

[BibT_eX]

[DOI]

Ayesha Khalid