Few-Shot Learning

Few-Shot Learning is an example of meta-learning, where a learner is trained on several related tasks, during the meta-training phase, so that it can generalize well to unseen (but related) tasks with just few examples, during the meta-testing phase. An effective approach to the Few-Shot Learning problem is to learn a common representation for various tasks and train task specific classifiers on top of this representation.

Source: Penalty Method for Inversion-Free Deep Bilevel Optimization

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 2964 papers

Title	Date	Tasks	Status	Hype
Generative Pre-trained Autoregressive Diffusion Transformer	May 12, 2025	Few-Shot LearningVideo Generation	—Unverified	0
TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking	May 11, 2025	Fact CheckingFew-Shot Learning	—Unverified	0
Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action Recognition	May 9, 2025	Action Recognitioncross-modal alignment	CodeCode Available	0
Enhanced Urdu Intent Detection with Large Language Models and Prototype-Informed Predictive Pipelines	May 8, 2025	Contrastive LearningFew-Shot Learning	—Unverified	0
User Behavior Analysis in Privacy Protection with Large Language Models: A Study on Privacy Preferences with Limited Data	May 8, 2025	Federated LearningFew-Shot Learning	—Unverified	0
CrashSage: A Large Language Model-Centered Framework for Contextual and Interpretable Traffic Crash Analysis	May 8, 2025	Data AugmentationData Integration	—Unverified	0
Understanding In-context Learning of Addition via Activation Subspaces	May 8, 2025	Few-Shot LearningIn-Context Learning	—Unverified	0
A Large Language Model for Feasible and Diverse Population Synthesis	May 7, 2025	DiversityFew-Shot Learning	—Unverified	0
HMAE: Self-Supervised Few-Shot Learning for Quantum Spin Systems	May 6, 2025	Few-Shot LearningQuantum Machine Learning	—Unverified	0
MISE: Meta-knowledge Inheritance for Social Media-Based Stressor Estimation	May 3, 2025	Few-Shot LearningMeta-Learning	CodeCode Available	0
Topology-Aware CLIP Few-Shot Learning	May 3, 2025	Few-Shot Learning	—Unverified	0
SpectrumFM: A Foundation Model for Intelligent Spectrum Management	May 2, 2025	Anomaly DetectionFew-Shot Learning	CodeCode Available	1
Can Foundation Models Really Segment Tumors? A Benchmarking Odyssey in Lung CT Imaging	May 2, 2025	BenchmarkingComputational Efficiency	—Unverified	0
Exploring internal representation of self-supervised networks: few-shot learning abilities and comparison with human semantics and recognition of objects	Apr 29, 2025	Contrastive LearningFew-Shot Learning	—Unverified	0
Advance Fake Video Detection via Vision Transformers	Apr 29, 2025	Fake Image DetectionFew-Shot Learning	—Unverified	0
ProFi-Net: Prototype-based Feature Attention with Curriculum Augmentation for WiFi-based Gesture Recognition	Apr 28, 2025	Data AugmentationFew-Shot Learning	—Unverified	0
Enhancing TCR-Peptide Interaction Prediction with Pretrained Language Models and Molecular Representations	Apr 22, 2025	BenchmarkingFew-Shot Learning	—Unverified	0
Detecting Actionable Requests and Offers on Social Media During Crises Using LLMs	Apr 22, 2025	Few-Shot LearningHumanitarian	—Unverified	0
AltGDmin: Alternating GD and Minimization for Partly-Decoupled (Federated) Optimization	Apr 20, 2025	Compressive SensingFew-Shot Learning	—Unverified	0
HFBRI-MAE: Handcrafted Feature Based Rotation-Invariant Masked Autoencoder for 3D Point Cloud Analysis	Apr 19, 2025	Few-Shot LearningSelf-Supervised Learning	—Unverified	0
A Baseline for Self-state Identification and Classification in Mental Health Data: CLPsych 2025 Task	Apr 18, 2025	AttributeBinary Classification	—Unverified	0
KAN or MLP? Point Cloud Shows the Way Forward	Apr 18, 2025	Few-Shot LearningKolmogorov-Arnold Networks	CodeCode Available	1
Chain-of-Thought Textual Reasoning for Few-shot Temporal Action Localization	Apr 18, 2025	Action LocalizationAnomaly Detection	—Unverified	0
Knowledge Acquisition on Mass-shooting Events via LLMs for AI-Driven Justice	Apr 17, 2025	ArticlesFew-Shot Learning	—Unverified	0
Can GPT tell us why these images are synthesized? Empowering Multimodal Large Language Models for Forensics	Apr 16, 2025	Few-Shot LearningImage Manipulation	—Unverified	0

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All datasets MedConceptsQA DTD FGVC-Aircraft Mini-ImageNet - 5-Shot Learning Mini-Imagenet 5-way (1-shot)Stanford Cars Mini-ImageNet - 1-Shot Learning PubMedQA Caltech101 CaseHOLD EuroSAT Flowers-102

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	gpt-4-0125-preview	Accuracy	61.91	—	Unverified
2	gpt-4-0125-preview	Accuracy	52.49	—	Unverified
3	gpt-3.5-turbo	Accuracy	41.48	—	Unverified
4	gpt-3.5-turbo	Accuracy	37.06	—	Unverified
5	johnsnowlabs/JSL-MedMNX-7B	Accuracy	25.63	—	Unverified
6	yikuan8/Clinical-Longformer	Accuracy	25.55	—	Unverified
7	BioMistral/BioMistral-7B-DARE	Accuracy	25.06	—	Unverified
8	yikuan8/Clinical-Longformer	Accuracy	25.04	—	Unverified
9	PharMolix/BioMedGPT-LM-7B	Accuracy	24.92	—	Unverified
10	PharMolix/BioMedGPT-LM-7B	Accuracy	24.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Variational Prompt Tuning	Harmonic mean	67.27	—	Unverified
2	SaSPA + CAL	4-shot Accuracy	48.3	—	Unverified
3	Real-Guidance + CAL	4-shot Accuracy	41.5	—	Unverified
4	CAL	4-shot Accuracy	40.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SaSPA + CAL	Harmonic mean	52.2	—	Unverified
2	CAL	Harmonic mean	35.2	—	Unverified
3	Variational Prompt Tuning	Harmonic mean	34.69	—	Unverified
4	Real-Guidance + CAL	Harmonic mean	34.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BGNN	Accuracy	92.7	—	Unverified
2	TIM-GD	Accuracy	87.4	—	Unverified
3	UNEM-Gaussian	Accuracy	66.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EASY (transductive)	Accuracy	82.75	—	Unverified
2	HCTransformers	5 way 1~2 shot	74.74	—	Unverified
3	HyperShot	Accuracy	53.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SaSPA + CAL	4-shot Accuracy	66.7	—	Unverified
2	Real-Guidance + CAL	4-shot Accuracy	44.3	—	Unverified
3	CAL	4-shot Accuracy	42.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HCTransformers	Acc	74.74	—	Unverified
2	DPGN	Acc	67.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG (zero-shot)	Accuracy	77.9	—	Unverified
2	CoT-T5-11B (1024 Shot)	Accuracy	73.42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Variational Prompt Tuning	Harmonic mean	96.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CoT-T5-11B (1024 Shot)	Accuracy	68.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Variational Prompt Tuning	Harmonic mean	77.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Variational Prompt Tuning	Harmonic mean	81.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Variational Prompt Tuning	Harmonic mean	91.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CovidExpert	AUC-ROC	1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CoT-T5-11B (1024 Shot)	Accuracy	78.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNEM-Gaussian	Accuracy	65.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNEM-Gaussian	Accuracy	73.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Variational Prompt Tuning	Harmonic mean	96.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Variational Prompt Tuning	Harmonic mean	73.07	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Variational Prompt Tuning	Harmonic mean	78.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNEM-Gaussian	Accuracy	52.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Variational Prompt Tuning	Harmonic mean	79	—	Unverified