SOTAVerified

Transfer Learning

Transfer Learning is a machine learning technique where a model trained on one task is re-purposed and fine-tuned for a related, but different task. The idea behind transfer learning is to leverage the knowledge learned from a pre-trained model to solve a new, but related problem. This can be useful in situations where there is limited data available to train a new model from scratch, or when the new task is similar enough to the original task that the pre-trained model can be adapted to the new problem with only minor modifications.

( Image credit: Subodh Malgonde )

Papers

Showing 18511900 of 10307 papers

TitleStatusHype
Homogeneous Online Transfer Learning with Online Distribution Discrepancy MinimizationCode0
LakhNES: Improving multi-instrumental music generation with cross-domain pre-trainingCode0
CARTL: Cooperative Adversarially-Robust Transfer LearningCode0
HOLMES: HOLonym-MEronym based Semantic inspection for Convolutional Image ClassifiersCode0
Hostility Detection in Hindi leveraging Pre-Trained Language ModelsCode0
How to evaluate word embeddings? On importance of data efficiency and simple supervised tasksCode0
CARL-D: A vision benchmark suite and large scale dataset for vehicle detection and scene segmentationCode0
Cluster-aware Pseudo-Labeling for Supervised Open Relation ExtractionCode0
Historical Document Image Segmentation with LDA-Initialized Deep Neural NetworksCode0
ClusterFit: Improving Generalization of Visual RepresentationsCode0
Advancing Multilingual Handwritten Numeral Recognition with Attention-driven Transfer LearningCode0
Cardiac MRI Orientation Recognition and Standardization using Deep Neural NetworksCode0
Histopathologic Cancer DetectionCode0
Large-scale weakly-supervised pre-training for video action recognitionCode0
HIT: A Hierarchically Fused Deep Attention Network for Robust Code-mixed Language RepresentationCode0
Capturing Pertinent Symbolic Features for Enhanced Content-Based Misinformation DetectionCode0
Histogram-based Parameter-efficient Tuning for Passive Sonar ClassificationCode0
CNN-based Approach for Cervical Cancer Classification in Whole-Slide Histopathology ImagesCode0
Hindi/Bengali Sentiment Analysis Using Transfer Learning and Joint Dual Input Learning with Self AttentionCode0
HintNet: Hierarchical Knowledge Transfer Networks for Traffic Accident Forecasting on Heterogeneous Spatio-Temporal DataCode0
HistoKT: Cross Knowledge Transfer in Computational PathologyCode0
Hierarchical Topology Isomorphism Expertise Embedded Graph Contrastive LearningCode0
Can We Guide a Multi-Hop Reasoning Language Model to Incrementally Learn at Each Single-Hop?Code0
CNN-based Methods for Object Recognition with High-Resolution Tactile SensorsCode0
Hierarchical transfer learning with applications for electricity load forecastingCode0
Can Unsupervised Knowledge Transfer from Social Discussions Help Argument Mining?Code0
HierarchicalContrast: A Coarse-to-Fine Contrastive Learning Framework for Cross-Domain Zero-Shot Slot FillingCode0
Learning Adversarially Fair and Transferable RepresentationsCode0
A Systematic Comparison of Architectures for Document-Level Sentiment ClassificationCode0
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGANCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Learning Constrained Dynamics with Gauss Principle adhering Gaussian ProcessesCode0
Invariant Models for Causal Transfer LearningCode0
Can RLHF be More Efficient with Imperfect Reward Models? A Policy Coverage PerspectiveCode0
HCR-Net: A deep learning based script independent handwritten character recognition networkCode0
Can Modifying Data Address Graph Domain Adaptation?Code0
Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publicationsCode0
Hardware Conditioned Policies for Multi-Robot Transfer LearningCode0
Harnessing the Power of Infinitely Wide Deep Nets on Small-data TasksCode0
Advancing Compressed Video Action Recognition through Progressive Knowledge DistillationCode0
HASOCOne@FIRE-HASOC2020: Using BERT and Multilingual BERT models for Hate Speech DetectionCode0
Learning from Memory: Non-Parametric Memory Augmented Self-Supervised Learning of Visual FeaturesCode0
Cogni-Net: Cognitive Feature Learning through Deep Visual PerceptionCode0
HaLP: Hallucinating Latent Positives for Skeleton-based Self-Supervised Learning of ActionsCode0
HANA: A HAndwritten NAme Database for Offline Handwritten Text RecognitionCode0
CogTaskonomy: Cognitively Inspired Task Taxonomy Is Beneficial to Transfer Learning in NLPCode0
Hacking Task Confounder in Meta-LearningCode0
Learning Hyperparameters via a Data-Emphasized Variational ObjectiveCode0
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language ModelsCode0
HACS: Human Action Clips and Segments Dataset for Recognition and Temporal LocalizationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1APCLIPAccuracy84.2Unverified
2DFA-ENTAccuracy69.2Unverified
3DFA-SAFNAccuracy69.1Unverified
4EasyTLAccuracy63.3Unverified
5MEDAAccuracy60.3Unverified
#ModelMetricClaimedVerifiedStatus
1CNN10-20% Mask PSNR3.23Unverified
#ModelMetricClaimedVerifiedStatus
1Chatterjee, Dutta et al.[1]Accuracy96.12Unverified
#ModelMetricClaimedVerifiedStatus
1Co-TuningAccuracy85.65Unverified
#ModelMetricClaimedVerifiedStatus
1Physical AccessEER5.74Unverified
#ModelMetricClaimedVerifiedStatus
1riadd.aucmediAUROC0.95Unverified