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View article: Substance Use Disorders Among Young People Living with HIV in Sub-Saharan Africa: Insights from a Cohort Study in Ghana
Substance Use Disorders Among Young People Living with HIV in Sub-Saharan Africa: Insights from a Cohort Study in Ghana Open
Background: Substance use disorders are a growing public health concern, especially among adolescents and young people, as they are disproportionately affected. In sub-Saharan Africa, the estimated overall prevalence of substance use disor…
View article: Simplifying Distributed Neural Network Training on Massive Graphs: Randomized Partitions Improve Model Aggregation
Simplifying Distributed Neural Network Training on Massive Graphs: Randomized Partitions Improve Model Aggregation Open
Distributed graph neural network (GNN) training facilitates learning on massive graphs that surpass the storage and computational capabilities of a single machine. Traditional distributed frameworks strive for performance parity with centr…
View article: A Mathematical Framework, a Taxonomy of Modeling Paradigms, and a Suite of Learning Techniques for Neural-Symbolic Systems
A Mathematical Framework, a Taxonomy of Modeling Paradigms, and a Suite of Learning Techniques for Neural-Symbolic Systems Open
The field of Neural-Symbolic (NeSy) systems is growing rapidly. Proposed approaches show great promise in achieving symbiotic unions of neural and symbolic methods. However, each NeSy system differs in fundamental ways. There is a pressing…
View article: Modeling Patterns for Neural-Symbolic Reasoning Using Energy-based Models
Modeling Patterns for Neural-Symbolic Reasoning Using Energy-based Models Open
Neural-symbolic (NeSy) AI strives to empower machine learning and large language models with fast, reliable predictions that exhibit commonsense and trustworthy reasoning by seamlessly integrating neural and symbolic methods. With such a b…
View article: Graph Coarsening via Convolution Matching for Scalable Graph Neural Network Training
Graph Coarsening via Convolution Matching for Scalable Graph Neural Network Training Open
Graph summarization as a preprocessing step is an effective and complementary technique for scalable graph neural network (GNN) training. In this work, we propose the Coarsening Via Convolution Matching (ConvMatch) algorithm and a highly s…
View article: Convex and Bilevel Optimization for Neuro-Symbolic Inference and Learning
Convex and Bilevel Optimization for Neuro-Symbolic Inference and Learning Open
We leverage convex and bilevel optimization techniques to develop a general gradient-based parameter learning framework for neural-symbolic (NeSy) systems. We demonstrate our framework with NeuPSL, a state-of-the-art NeSy architecture. To …
View article: Graph Coarsening via Convolution Matching for Scalable Graph Neural Network Training
Graph Coarsening via Convolution Matching for Scalable Graph Neural Network Training Open
Graph summarization as a preprocessing step is an effective and complementary technique for scalable graph neural network (GNN) training. In this work, we propose the Coarsening Via Convolution Matching (CONVMATCH) algorithm and a highly s…
View article: Little Dorrit, no. 18
Little Dorrit, no. 18 Open
Issued monthly from Dec. 1855 to June 1857 in blue paper wrappers. Book the second. Riches. Chapters 27-29: Chapter 27. The pupil of the Marshalsea -- Chapter 28. An appearance in the Marshalsea -- Chapter 29. A plea in the Marshalsea
View article: Posthumous papers of the Pickwick Club, no. 08
Posthumous papers of the Pickwick Club, no. 08 Open
Tells the story of Samuel Pickwick, a good natured elderly gentleman, president of the Pickwick Club. With three other members of the club, Pickwick travels around the English countryside, where he becomes caught up in a series of comic ad…
View article: NeuPSL: Neural Probabilistic Soft Logic
NeuPSL: Neural Probabilistic Soft Logic Open
In this paper, we introduce Neural Probabilistic Soft Logic (NeuPSL), a novel neuro-symbolic (NeSy) framework that unites state-of-the-art symbolic reasoning with the low-level perception of deep neural networks. To model the boundary betw…
View article: Simplifying Distributed Neural Network Training on Massive Graphs: Randomized Partitions Improve Model Aggregation
Simplifying Distributed Neural Network Training on Massive Graphs: Randomized Partitions Improve Model Aggregation Open
Distributed training of GNNs enables learning on massive graphs (e.g., social and e-commerce networks) that exceed the storage and computational capacity of a single machine. To reach performance comparable to centralized training, distrib…
View article: Emotion Recognition in Conversation using Probabilistic Soft Logic
Emotion Recognition in Conversation using Probabilistic Soft Logic Open
Creating agents that can both appropriately respond to conversations and understand complex human linguistic tendencies and social cues has been a long standing challenge in the NLP community. A recent pillar of research revolves around em…
View article: NeuPSL: Neural Probabilistic Soft Logic
NeuPSL: Neural Probabilistic Soft Logic Open
In this paper, we introduce Neural Probabilistic Soft Logic (NeuPSL), a novel neuro-symbolic (NeSy) framework that unites state-of-the-art symbolic reasoning with the low-level perception of deep neural networks. To model the boundary betw…
View article: Oliver Twist
Oliver Twist Open
The history of Oliver Twist
View article: The old curiosity shop : with the original illustrations
The old curiosity shop : with the original illustrations Open
`... holding her solitary way among a crowd of wild, grotesque companions; the only pure, fresh, youthful object in the throng.' `Little Nell' cares for her grandfather in the gloomy surroundings of his curiosity shop. Reduced to poverty t…
View article: 50. The Great Winglebury Duel
50. The Great Winglebury Duel Open
'Desperate-minded villain!' Two of Dickens' hilarious early stories from Sketches by Boz: 'The Great Winglebury Duel' and 'Bloomsbury Christening.' Introducing Little Black Classics: 80 books for Penguin's 80th birthday. Little Black Class…
View article: The Daily Charles Dickens: A Year of Quotes
The Daily Charles Dickens: A Year of Quotes Open
A charming memento of the Victorian era's literary colossus, The Daily Charles Dickens is a literary almanac for the ages. Tenderly and irreverently anthologized by Dickens scholar James R. Kincaid, this collection mines the British author…
View article: THE BATTLE OF LIFE: A love story
THE BATTLE OF LIFE: A love story Open
Book digitized by Google from the library of Harvard University and uploaded to the Internet Archive by user tpb.