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Fausto Giunchiglia

Dual-level Mixup for Graph Few-shot Learning with Fewer Tasks

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Feb 19, 2025
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Boosting Short Text Classification with Multi-Source Information Exploration and Dual-Level Contrastive Learning

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Jan 16, 2025
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A Simple Graph Contrastive Learning Framework for Short Text Classification

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Jan 16, 2025
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Enhancing Unsupervised Graph Few-shot Learning via Set Functions and Optimal Transport

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Jan 10, 2025
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Shortcut Learning in In-Context Learning: A Survey

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Nov 04, 2024
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Crowdsourcing Lexical Diversity

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Oct 30, 2024
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Meta-GPS++: Enhancing Graph Meta-Learning with Contrastive Learning and Self-Training

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Jul 20, 2024
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KAE: A Property-based Method for Knowledge Graph Alignment and Extension

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Jul 07, 2024
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Resolving Word Vagueness with Scenario-guided Adapter for Natural Language Inference

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May 21, 2024
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Simple-Sampling and Hard-Mixup with Prototypes to Rebalance Contrastive Learning for Text Classification

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May 19, 2024
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