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06/06/2023
FaaSwap: SLO-Aware, GPU-Efficient Serverless Inference via Model Swapping
The dynamic request patterns of machine learning (ML) inference workload...
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05/22/2023
A Frustratingly Simple Decoding Method for Neural Text Generation
We introduce a frustratingly simple, super efficient and surprisingly ef...
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05/11/2023
Chain-of-Dictionary Prompting Elicits Translation in Large Language Models
Large language models (LLMs) have shown surprisingly good performance in...
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11/28/2022
On the Effectiveness of Parameter-Efficient Fine-Tuning
Fine-tuning pre-trained models has been ubiquitously proven to be effect...
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09/06/2022
Being Automated or Not? Risk Identification of Occupations with Graph Neural Networks
The rapid advances in automation technologies, such as artificial intell...
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07/24/2022
Federated Graph Contrastive Learning
Graph learning models are critical tools for researchers to explore grap...
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07/01/2022
Generating Counterfactual Hard Negative Samples for Graph Contrastive Learning
Graph contrastive learning has emerged as a powerful tool for unsupervis...
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05/02/2022
COSPLAY: Concept Set Guided Personalized Dialogue Generation Across Both Party Personas
Maintaining a consistent persona is essential for building a human-like ...
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04/10/2022
Parameter-Efficient Tuning by Manipulating Hidden States of Pretrained Language Models For Classification Tasks
Parameter-efficient tuning aims to distill knowledge for downstream task...
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01/19/2022
Dual Space Graph Contrastive Learning
Unsupervised graph representation learning has emerged as a powerful too...
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09/07/2021
Hyper Meta-Path Contrastive Learning for Multi-Behavior Recommendation
User purchasing prediction with multi-behavior information remains a cha...
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09/03/2021
Contrastive Representation Learning for Exemplar-Guided Paraphrase Generation
Exemplar-Guided Paraphrase Generation (EGPG) aims to generate a target s...
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08/29/2021
Sentence Structure and Word Relationship Modeling for Emphasis Selection
Emphasis Selection is a newly proposed task which focuses on choosing wo...
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05/24/2021
FaaSNet: Scalable and Fast Provisioning of Custom Serverless Container Runtimes at Alibaba Cloud Function Compute
Serverless computing, or Function-as-a-Service (FaaS), enables a new way...
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04/20/2021
Semantic Segmentation by Improved Generative Adversarial Networks
While most existing segmentation methods usually combined the powerful f...
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02/06/2020