Towards Practical Few-shot Federated NLP Dec 1, 2022 Data Augmentation Federated Learning
— Unverified Explicit Knowledge Transfer for Weakly-Supervised Code Generation Nov 30, 2022 Code Generation Few-Shot Learning
— Unverified PatchMix Augmentation to Identify Causal Features in Few-shot Learning Nov 29, 2022 Data Augmentation Few-Shot Learning
— Unverified Few-shot Query-Focused Summarization with Prefix-Merging Nov 29, 2022 Few-Shot Learning Query-focused Summarization
— Unverified Disentangled Generation with Information Bottleneck for Few-Shot Learning Nov 29, 2022 Disentanglement Diversity
— Unverified Revisiting Distance Metric Learning for Few-Shot Natural Language Classification Nov 28, 2022 Few-Shot Learning Language Modeling
— Unverified SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification Nov 28, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available A Maximum Log-Likelihood Method for Imbalanced Few-Shot Learning Tasks Nov 26, 2022 Few-Shot Learning
Code Code Available Adaptive Prototypical Networks Nov 22, 2022 Few-Shot Learning
Code Code Available Karyotype AI for Precision Oncology Nov 20, 2022 Few-Shot Learning Inductive Bias
Code Code Available DASECount: Domain-Agnostic Sample-Efficient Wireless Indoor Crowd Counting via Few-shot Learning Nov 18, 2022 Crowd Counting Few-Shot Learning
— Unverified Self-Transriber: Few-shot Lyrics Transcription with Self-training Nov 18, 2022 Few-Shot Learning
— Unverified ProtSi: Prototypical Siamese Network with Data Augmentation for Few-Shot Subjective Answer Evaluation Nov 17, 2022 Contrastive Learning Data Augmentation
Code Code Available Technical Report on Neural Language Models and Few-Shot Learning for Systematic Requirements Processing in MDSE Nov 16, 2022 Few-Shot Learning Language Modelling
— Unverified Few-shot Learning for Multi-modal Social Media Event Filtering Nov 16, 2022 Few-Shot Learning
Code Code Available Interpretable Few-shot Learning with Online Attribute Selection Nov 16, 2022 Attribute Few-Shot Learning
— Unverified On Measuring the Intrinsic Few-Shot Hardness of Datasets Nov 16, 2022 Few-Shot Learning
Code Code Available MEAL: Stable and Active Learning for Few-Shot Prompting Nov 15, 2022 Active Learning Few-Shot Learning
Code Code Available Few-Shot Learning for Biometric Verification Nov 12, 2022 Few-Shot Learning
— Unverified Few-shot Classification with Hypersphere Modeling of Prototypes Nov 10, 2022 Classification Few-Shot Learning
— Unverified ConsPrompt: Exploiting Contrastive Samples for Fewshot Prompt Learning Nov 8, 2022 Contrastive Learning Few-Shot Learning
— Unverified Robust Few-shot Learning Without Using any Adversarial Samples Nov 3, 2022 Decision Making Few-Shot Learning
Code Code Available tSF: Transformer-based Semantic Filter for Few-Shot Learning Nov 2, 2022 Few-Shot Learning object-detection
Code Code Available Rethinking the Metric in Few-shot Learning: From an Adaptive Multi-Distance Perspective Nov 2, 2022 Few-Shot Learning
— Unverified On the Informativeness of Supervision Signals Nov 2, 2022 Contrastive Learning Few-Shot Learning
— Unverified Two-stage LLM Fine-tuning with Less Specialization and More Generalization Nov 1, 2022 Binary Classification Domain Generalization
— Unverified SAGE: Saliency-Guided Mixup with Optimal Rearrangements Oct 31, 2022 Data Augmentation Domain Generalization
— Unverified Learning New Tasks from a Few Examples with Soft-Label Prototypes Oct 31, 2022 Few-Shot Learning Meta-Learning
Code Code Available GPS: Genetic Prompt Search for Efficient Few-shot Learning Oct 31, 2022 Few-Shot Learning
Code Code Available Temporal-Viewpoint Transportation Plan for Skeletal Few-shot Action Recognition Oct 30, 2022 Action Recognition Dynamic Time Warping
— Unverified Few-Shot Classification of Skin Lesions from Dermoscopic Images by Meta-Learning Representative Embeddings Oct 30, 2022 Few-Shot Learning Meta-Learning
Code Code Available STPrompt: Semantic-guided and Task-driven prompts for Effective Few-shot Classification Oct 29, 2022 Few-Shot Learning Few-Shot Text Classification
— Unverified Efficient few-shot learning for pixel-precise handwritten document layout analysis Oct 27, 2022 Document Layout Analysis Few-Shot Learning
— Unverified Dictionary-Assisted Supervised Contrastive Learning Oct 27, 2022 Contrastive Learning Data Augmentation
Code Code Available Fusion-based Few-Shot Morphing Attack Detection and Fingerprinting Oct 27, 2022 Face Recognition Few-Shot Learning
Code Code Available A few-shot learning approach with domain adaptation for personalized real-life stress detection in close relationships Oct 27, 2022 Domain Adaptation Few-Shot Learning
Code Code Available UTILIZING FEDERATED LEARNING AND META LEARNING FOR FEW-SHOT LEARNING ON EDGE DEVICES Oct 25, 2022 Federated Learning Few-Shot Learning
— Unverified TAPE: Assessing Few-shot Russian Language Understanding Oct 23, 2022 Adversarial Attack Adversarial Text
Code Code Available A Task-aware Dual Similarity Network for Fine-grained Few-shot Learning Oct 22, 2022 Few-Shot Learning
Code Code Available Graph Few-shot Learning with Task-specific Structures Oct 21, 2022 Classification Few-Shot Learning
Code Code Available Visual-Semantic Contrastive Alignment for Few-Shot Image Classification Oct 20, 2022 Classification Contrastive Learning
— Unverified Prompting through Prototype: A Prototype-based Prompt Learning on Pretrained Vision-Language Models Oct 19, 2022 Few-Shot Learning parameter-efficient fine-tuning
— Unverified Self-Supervised Representation Learning for CAD Oct 19, 2022 Few-Shot Learning Representation Learning
— Unverified LAVA: Label-efficient Visual Learning and Adaptation Oct 19, 2022 Few-Shot Learning Transfer Learning
Code Code Available Learning Transferable Adversarial Robust Representations via Multi-view Consistency Oct 19, 2022 Adversarial Attack Adversarial Robustness
— Unverified Few-Shot Learning of Compact Models via Task-Specific Meta Distillation Oct 18, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified Aligning MAGMA by Few-Shot Learning and Finetuning Oct 18, 2022 Few-Shot Learning Image Captioning
— Unverified Conditional Neural Processes for Molecules Oct 17, 2022 Bayesian Optimization Benchmarking
— Unverified HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold Oct 17, 2022 Contrastive Learning Event Detection
— Unverified Flame-state monitoring based on very low number of visible or infrared images via few-shot learning Oct 14, 2022 Few-Shot Learning
— Unverified 