Muhammad Osama | DeepAI

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∙ 01/12/2023

A Programming Model for GPU Load Balancing

We propose a GPU fine-grained load-balancing abstraction that decouples ...

0 Muhammad Osama, et al. ∙

∙ 01/09/2023

Stream-K: Work-centric Parallel Decomposition for Dense Matrix-Matrix Multiplication on the GPU

We introduce Stream-K, a work-centric parallelization of matrix multipli...

0 Muhammad Osama, et al. ∙

∙ 12/17/2022

GPU Load Balancing

Fine-grained workload and resource balancing is the key to high performa...

0 Muhammad Osama, et al. ∙

∙ 12/15/2022

Essentials of Parallel Graph Analytics

We identify the graph data structure, frontiers, operators, an iterative...

0 Muhammad Osama, et al. ∙

∙ 05/18/2021

Distributionally Robust Learning in Heterogeneous Contexts

We consider the problem of learning from training data obtained in diffe...

0 Muhammad Osama, et al. ∙

∙ 10/09/2020

Robust Localization in Wireless Networks From Corrupted Signals

We address the problem of timing-based localization in wireless networks...

0 Muhammad Osama, et al. ∙

∙ 07/03/2020

Prediction of Spatial Point Processes: Regularized Method with Out-of-Sample Guarantees

A spatial point process can be characterized by an intensity function wh...

0 Muhammad Osama, et al. ∙

∙ 06/03/2020

Learning Robust Decision Policies from Observational Data

We address the problem of learning a decision policy from observational ...

0 Muhammad Osama, et al. ∙

∙ 10/25/2019

DENS: A Dataset for Multi-class Emotion Analysis

We introduce a new dataset for multi-class emotion analysis from long-fo...

0 Chen Liu, et al. ∙

∙ 10/25/2019

Exploring Multilingual Syntactic Sentence Representations

We study methods for learning sentence embeddings with syntactic structu...

0 Chen Liu, et al. ∙

∙ 10/03/2019

Robust Risk Minimization for Statistical Learning

We consider a general statistical learning problem where an unknown frac...

0 Muhammad Osama, et al. ∙

∙ 01/28/2019

Inferring Heterogeneous Causal Effects in Presence of Spatial Confounding

We address the problem of inferring the causal effect of an exposure on ...

0 Muhammad Osama, et al. ∙

∙ 02/09/2018

Learning Localized Spatio-Temporal Models From Streaming Data

We address the problem of predicting spatio-temporal processes with temp...

0 Muhammad Osama, et al. ∙

∙ 01/15/2018

Unsupervised Cipher Cracking Using Discrete GANs

This work details CipherGAN, an architecture inspired by CycleGAN used f...

0 Aidan N. Gomez, et al. ∙

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