SOTAVerified

Generalized Few-Shot Learning

Papers

Showing 110 of 13 papers

TitleStatusHype
Improving Few-shot Generalization of Safety Classifiers via Data Augmented Parameter-Efficient Fine-Tuning0
Better Generalized Few-Shot Learning Even Without Base DataCode1
Impossible Triangle: What's Next for Pre-trained Language Models?0
Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent DetectionCode0
Dynamic Semantic Matching and Aggregation Network for Few-shot Intent DetectionCode0
Generalized Few-Shot Video Classification with Video Retrieval and Feature GenerationCode1
From Generalized zero-shot learning to long-tail with class descriptorsCode1
Relational Generalized Few-Shot Learning0
Learning Adaptive Classifiers Synthesis for Generalized Few-Shot LearningCode0
Generalized Zero- and Few-Shot Learning via Aligned Variational AutoencodersCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MVCNPer-Class Accuracy (1-shot)69.9Unverified
2CADA-VAEPer-Class Accuracy (1-shot)69.6Unverified
3DA-VAEPer-Class Accuracy (1-shot)68Unverified
4DRAGONPer-Class Accuracy (1-shot)67.1Unverified
5CA-VAEPer-Class Accuracy (1-shot)64Unverified
6REVISEPer-Class Accuracy (1-shot)56.1Unverified
#ModelMetricClaimedVerifiedStatus
1MVCNPer-Class Accuracy (1-shot)57.3Unverified
2CADA-VAEPer-Class Accuracy (1-shot)55.2Unverified
3CA-VAEPer-Class Accuracy (1-shot)50.6Unverified
4DA-VAEPer-Class Accuracy (1-shot)49.2Unverified
5REVISEPer-Class Accuracy (1-shot)36.3Unverified
#ModelMetricClaimedVerifiedStatus
1DRAGONPer-Class Accuracy (1-shot)41Unverified
2DA-VAEPer-Class Accuracy (1-shot)40.6Unverified
3CADA-VAEPer-Class Accuracy (1-shot)37.8Unverified
4CA-VAEPer-Class Accuracy (1-shot)37.8Unverified
5REVISEPer-Class Accuracy (1-shot)27.4Unverified