Cap2Aug: Caption guided Image to Image data Augmentation Dec 11, 2022 Classification Cross-Domain Few-Shot
— Unverified An AI-Powered VVPAT Counter for Elections in India Dec 9, 2022 Few-Shot Learning Image Classification
Code Code Available Demystifying Prompts in Language Models via Perplexity Estimation Dec 8, 2022 Few-Shot Learning
— Unverified EPCL: Frozen CLIP Transformer is An Efficient Point Cloud Encoder Dec 8, 2022 Few-Shot Learning Segmentation
Code Code Available JamPatoisNLI: A Jamaican Patois Natural Language Inference Dataset Dec 7, 2022 Cross-Lingual Transfer Few-Shot Learning
— Unverified Learn to Explore: on Bootstrapping Interactive Data Exploration with Meta-learning Dec 7, 2022 Active Learning Efficient Exploration
— Unverified Multi-Objective Linear Ensembles for Robust and Sparse Training of Few-Bit Neural Networks Dec 7, 2022 Combinatorial Optimization Few-Shot Learning
Code Code Available Few-shot Medical Image Segmentation with Cycle-resemblance Attention Dec 7, 2022 Few-Shot Learning Image Segmentation
— Unverified Towards Automatic Cetacean Photo-Identification: A Framework for Fine-Grain, Few-Shot Learning in Marine Ecology Dec 7, 2022 Few-Shot Learning
— Unverified Improving Few-Shot Performance of Language Models via Nearest Neighbor Calibration Dec 5, 2022 Few-Shot Learning Few-Shot Text Classification
— Unverified Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation Dec 5, 2022 Contrastive Learning Cross-Domain Few-Shot
— Unverified Can In-context Learners Learn a Reasoning Concept from Demonstrations? Dec 3, 2022 Few-Shot Learning In-Context Learning
Code Code Available Few-Shot Nested Named Entity Recognition Dec 2, 2022 Contrastive Learning Few-Shot Learning
— Unverified Finetune like you pretrain: Improved finetuning of zero-shot vision models Dec 1, 2022 Descriptive Few-Shot Learning
Code Code Available 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 Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification Nov 30, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Disentangled Generation with Information Bottleneck for Few-Shot Learning Nov 29, 2022 Disentanglement Diversity
— Unverified Better Generalized Few-Shot Learning Even Without Base Data Nov 29, 2022 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available 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 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 RankDNN: Learning to Rank for Few-shot Learning Nov 28, 2022 Few-Shot Learning image-classification
Code Code Available Revisiting Distance Metric Learning for Few-Shot Natural Language Classification Nov 28, 2022 Few-Shot Learning Language Modeling
— Unverified 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 TEMPERA: Test-Time Prompting via Reinforcement Learning Nov 21, 2022 Few-Shot Learning Natural Language Inference
Code Code Available Karyotype AI for Precision Oncology Nov 20, 2022 Few-Shot Learning Inductive Bias
Code Code Available Self-Transriber: Few-shot Lyrics Transcription with Self-training Nov 18, 2022 Few-Shot Learning
— Unverified DASECount: Domain-Agnostic Sample-Efficient Wireless Indoor Crowd Counting via Few-shot Learning Nov 18, 2022 Crowd Counting 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 Few-shot Learning for Multi-modal Social Media Event Filtering Nov 16, 2022 Few-Shot Learning
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 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 QAmeleon: Multilingual QA with Only 5 Examples Nov 15, 2022 Few-Shot Learning Question Answering
Code Code Available Retrieval-Augmented Generative Question Answering for Event Argument Extraction Nov 14, 2022 Event Argument Extraction Few-Shot Learning
Code Code Available AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT Nov 14, 2022 Domain Adaptation Fact Verification
Code Code Available Enhancing Few-shot Image Classification with Cosine Transformer Nov 13, 2022 Classification Few-Shot Image Classification
Code Code Available Point-DAE: Denoising Autoencoders for Self-supervised Point Cloud Learning Nov 13, 2022 3D Object Detection Decoder
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 miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings Nov 9, 2022 Contrastive Learning Few-Shot Learning
Code Code Available ConsPrompt: Exploiting Contrastive Samples for Fewshot Prompt Learning Nov 8, 2022 Contrastive Learning Few-Shot Learning
— Unverified Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Nov 6, 2022 Few-Shot Learning Meta-Learning
Code Code Available Large Language Models Are Human-Level Prompt Engineers Nov 3, 2022 Few-Shot Learning In-Context Learning
Code Code Available Robust Few-shot Learning Without Using any Adversarial Samples Nov 3, 2022 Decision Making Few-Shot Learning
Code Code Available Rethinking the Metric in Few-shot Learning: From an Adaptive Multi-Distance Perspective Nov 2, 2022 Few-Shot Learning
— Unverified tSF: Transformer-based Semantic Filter for Few-Shot Learning Nov 2, 2022 Few-Shot Learning object-detection
Code Code Available 