SOTAVerified

One-Shot Learning

One-shot learning is the task of learning information about object categories from a single training example.

( Image credit: Siamese Neural Networks for One-shot Image Recognition )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 305 papers

TitleStatusHype
Adaptive Noise Resilient Keyword Spotting Using One-Shot Learning—0
Interactive Instance Annotation with Siamese Networks—0
Federated One-Shot Learning with Data Privacy and Objective-Hiding—0
Transductive One-Shot Learning Meet Subspace Decomposition—0
PVChat: Personalized Video Chat with One-Shot Learning—0
Representing Signs as Signs: One-Shot ISLR to Facilitate Functional Sign Language Technologies—0
One-Shot Learning for k-SAT—0
Mathematics of Digital Twins and Transfer Learning for PDE Models—0
PsyDT: Using LLMs to Construct the Digital Twin of Psychological Counselor with Personalized Counseling Style for Psychological CounselingCode3
The use of large language models to enhance cancer clinical trial educational materials—0
Fusion Matters: Learning Fusion in Deep Click-through Rate Prediction ModelsCode0
Take Package as Language: Anomaly Detection Using TransformerCode0
One-Shot Manipulation Strategy Learning by Making Contact Analogies—0
Supervised Learning without Backpropagation using Spike-Timing-Dependent Plasticity for Image RecognitionCode0
RePD: Defending Jailbreak Attack through a Retrieval-based Prompt Decomposition Process—0
SeqNet: Sequential Networks for One-Shot Traffic Sign Recognition With Transfer LearningCode0
LLMs are One-Shot URL Classifiers and Explainers—0
Direct Data-Driven Discounted Infinite Horizon Linear Quadratic Regulator with Robustness GuaranteesCode0
One-Shot Learning for Pose-Guided Person Image Synthesis in the WildCode1
Abstracted Gaussian Prototypes for One-Shot Concept LearningCode0
One-Shot Learning Meets Depth Diffusion in Multi-Object Videos—0
Emulating Brain-like Rapid Learning in Neuromorphic Edge ComputingCode0
CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese NetworkCode1
Correlation Weighted Prototype-based Self-Supervised One-Shot Segmentation of Medical Images—0
MU-MAE: Multimodal Masked Autoencoders-Based One-Shot Learning—0
One-Shot Collaborative Data DistillationCode0
Encoding Matching Criteria for Cross-domain Deformable Image RegistrationCode0
Object Detection using Oriented Window Learning Vi-sion Transformer: Roadway Assets Recognition—0
Latent Diffusion Model-Enabled Low-Latency Semantic Communication in the Presence of Semantic Ambiguities and Wireless Channel NoisesCode1
Npix2Cpix: A GAN-Based Image-to-Image Translation Network With Retrieval- Classification Integration for Watermark Retrieval From Historical Document Images—0
Active Use of Latent Constituency Representation in both Humans and Large Language ModelsCode0
Response Matching for generating materials and molecules—0
Reddit-Impacts: A Named Entity Recognition Dataset for Analyzing Clinical and Social Effects of Substance Use Derived from Social Media—0
Learning Symbolic Task Representation from a Human-Led Demonstration: A Memory to Store, Retrieve, Consolidate, and Forget ExperiencesCode0
Exploring the potential of prototype-based soft-labels data distillation for imbalanced data classification—0
A Feature-based Generalizable Prediction Model for Both Perceptual and Abstract ReasoningCode0
Leveraging Weakly Annotated Data for Hate Speech Detection in Code-Mixed Hinglish: A Feasibility-Driven Transfer Learning Approach with Large Language Models—0
More than the Sum of Its Parts: Ensembling Backbone Networks for Few-Shot Segmentation—0
AHAM: Adapt, Help, Ask, Model -- Harvesting LLMs for literature mining—0
Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning—0
One-Shot Learning as Instruction Data Prospector for Large Language ModelsCode1
Little Giants: Exploring the Potential of Small LLMs as Evaluation Metrics in Summarization in the Eval4NLP 2023 Shared Task—0
SparseDFF: Sparse-View Feature Distillation for One-Shot Dexterous Manipulation—0
An Event based Prediction Suffix Tree—0
Temporal credit assignment for one-shot learning utilizing a phase transition material—0
Position and Orientation-Aware One-Shot Learning for Medical Action Recognition from Signal Data—0
OneSeg: Self-learning and One-shot Learning based Single-slice Annotation for 3D Medical Image Segmentation—0
Causality-Driven One-Shot Learning for Prostate Cancer Grading from MRI—0
Bias Testing and Mitigation in LLM-based Code Generation—0
Towards One-Shot Learning for Text Classification using Inductive Logic ProgrammingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Siamese Neural NetworkAccuracy97.5—Unverified