U. N. Niranjan

According to our database, U. N. Niranjan authored at least 20 papers between 2013 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

CURATRON: Complete Robust Preference Data for Robust Alignment of Large Language Models.

Son The Nguyen, Uma-Naresh Niranjan, Theja Tulabandhula

CoRR, 2024

2023

Revisiting the Efficiency-Accuracy Tradeoff in Adapting Transformer Models via Adversarial Fine-Tuning.

Minjia Zhang, Uma-Naresh Niranjan, Yuxiong He

Proceedings of the ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland, 2023

2022

PENTATRON: PErsonalized coNText-Aware Transformer for Retrieval-based cOnversational uNderstanding.

Uma-Naresh Niranjan, Ziyan Jiang, Ankit, Sungjin Lee, Jie Hao, Xing Fan, Chenlei Guo

CoRR, 2022

ScaLA: Accelerating Adaptation of Pre-Trained Transformer-Based Language Models via Efficient Large-Batch Adversarial Noise.

Minjia Zhang, Uma-Naresh Niranjan, Yuxiong He

CoRR, 2022

PENTATRON: PErsonalized coNText-Aware Transformer for Retrieval-based cOnversational uNderstanding.

Uma-Naresh Niranjan, Ziyan Jiang, Ankit Ankit, Sungjin Lee, Jie Hao, Xing Fan, Chenlei Guo

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: EMNLP 2022 - Industry Track, Abu Dhabi, UAE, December 7, 2022

Adversarial Data Augmentation for Task-Specific Knowledge Distillation of Pre-trained Transformers.

Minjia Zhang, Uma-Naresh Niranjan, Yuxiong He

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2019

Guaranteed Scalable Learning of Latent Tree Models.

Furong Huang, U. N. Niranjan, Ioakeim Perros, Robert Chen, Jimeng Sun, Anima Anandkumar

Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial Intelligence, 2019

2017

Inductive Pairwise Ranking: Going Beyond the n log(n) Barrier.

U. N. Niranjan, Arun Rajkumar

CoRR, 2017

Provable Inductive Robust PCA via Iterative Hard Thresholding.

U. N. Niranjan, Arun Rajkumar, Theja Tulabandhula

Proceedings of the Thirty-Third Conference on Uncertainty in Artificial Intelligence, 2017

Inductive Pairwise Ranking: Going Beyond the <i>n</i> log(<i>n</i>) Barrier.

U. N. Niranjan, Arun Rajkumar

Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016

Guaranteed and Efficient Learning Algorithms for Ranking and Matrix Factorization.

Uma-Naresh Niranjan

PhD thesis, 2016

Tensor Contractions with Extended BLAS Kernels on CPU and GPU.

Yang Shi, U. N. Niranjan, Animashree Anandkumar, Cris Cecka

Proceedings of the 23rd IEEE International Conference on High Performance Computing, 2016

Tensor vs. Matrix Methods: Robust Tensor Decomposition under Block Sparse Perturbations.

Anima Anandkumar, Prateek Jain, Yang Shi, U. N. Niranjan

Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016

2015

Online tensor methods for learning latent variable models.

Furong Huang, U. N. Niranjan, Mohammad Umar Hakeem, Animashree Anandkumar

J. Mach. Learn. Res., 2015

FEAST at Play: Feature ExtrAction using Score function Tensors.

Majid Janzamin, Hanie Sedghi, U. N. Niranjan, Animashree Anandkumar

Proceedings of the 1st Workshop on Feature Extraction: Modern Questions and Challenges, 2015

2014

Understanding Machine-learned Density Functionals.

Li Li, John C. Snyder, Isabelle M. Pelaschier, Jessica Huang, Uma-Naresh Niranjan, Paul Duncan, Matthias Rupp, Klaus-Robert Müller, Kieron Burke

CoRR, 2014

Integrated Structure and Parameters Learning in Latent Tree Graphical Models.

Furong Huang, U. N. Niranjan, Animashree Anandkumar

CoRR, 2014

Puzzhull: Cavity and protrusion hierarchy to fit conformal polygons.

Shanaz Y. Mistry, U. N. Niranjan, M. Gopi

Comput. Aided Des., 2014

Non-convex Robust PCA.

Praneeth Netrapalli, U. N. Niranjan, Sujay Sanghavi, Animashree Anandkumar, Prateek Jain

Proceedings of the Advances in Neural Information Processing Systems 27: Annual Conference on Neural Information Processing Systems 2014, 2014

2013

Fast Detection of Overlapping Communities via Online Tensor Methods on GPUs.

Furong Huang, U. N. Niranjan, Mohammad Umar Hakeem, Prateek Verma, Animashree Anandkumar

CoRR, 2013