LLM4Drive: A Survey of Large Language Models for Autonomous Driving Nov 2, 2023 Autonomous Driving Few-Shot Learning
Code Code Available Few-shot time-series anomaly detection with unsupervised domain adaptation Nov 1, 2023 Anomaly Detection Domain Adaptation
— Unverified On Task-personalized Multimodal Few-shot Learning for Visually-rich Document Entity Retrieval Nov 1, 2023 Contrastive Learning Entity Retrieval
— Unverified STDA-Meta: A Meta-Learning Framework for Few-Shot Traffic Prediction Oct 31, 2023 Domain Adaptation Few-Shot Learning
— Unverified Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning Oct 31, 2023 Few-Shot Learning Offline RL
Code Code Available Adaptive Anchor Label Propagation for Transductive Few-Shot Learning Oct 30, 2023 Few-Shot Learning
Code Code Available Pre-trained Recommender Systems: A Causal Debiasing Perspective Oct 30, 2023 Few-Shot Learning Recommendation Systems
Code Code Available Retrofitting Light-weight Language Models for Emotions using Supervised Contrastive Learning Oct 29, 2023 Contrastive Learning Few-Shot Learning
— Unverified A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods Oct 29, 2023 Classification Few-Shot Learning
— Unverified Weakly-Supervised Surgical Phase Recognition Oct 26, 2023 Few-Shot Learning Self-Supervised Learning
— Unverified PAC-tuning:Fine-tuning Pretrained Language Models with PAC-driven Perturbed Gradient Descent Oct 26, 2023 Data Augmentation Few-Shot Learning
— Unverified Zephyr: Direct Distillation of LM Alignment Oct 25, 2023 2D Cyclist Detection Few-Shot Learning
Code Code Available Improving Few-shot Generalization of Safety Classifiers via Data Augmented Parameter-Efficient Fine-Tuning Oct 25, 2023 Data Augmentation Few-Shot Learning
— Unverified MyriadAL: Active Few Shot Learning for Histopathology Oct 24, 2023 Active Learning Contrastive Learning
Code Code Available Improving generalization in large language models by learning prefix subspaces Oct 24, 2023 Few-Shot Learning parameter-efficient fine-tuning
Code Code Available The Skipped Beat: A Study of Sociopragmatic Understanding in LLMs for 64 Languages Oct 23, 2023 Emotion Recognition Few-Shot Learning
Code Code Available CrisisMatch: Semi-Supervised Few-Shot Learning for Fine-Grained Disaster Tweet Classification Oct 23, 2023 Few-Shot Learning
Code Code Available Large Language Models are biased to overestimate profoundness Oct 22, 2023 Few-Shot Learning
Code Code Available Are LSTMs Good Few-Shot Learners? Oct 22, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available On Bilingual Lexicon Induction with Large Language Models Oct 21, 2023 Bilingual Lexicon Induction Cross-Lingual Word Embeddings
Code Code Available Unsupervised Representation Learning to Aid Semi-Supervised Meta Learning Oct 19, 2023 Few-Shot Learning Meta-Learning
Code Code Available Exploring In-Context Learning of Textless Speech Language Model for Speech Classification Tasks Oct 19, 2023 Few-Shot Learning In-Context Learning
— Unverified CLARA: Multilingual Contrastive Learning for Audio Representation Acquisition Oct 18, 2023 Audio Classification Contrastive Learning
Code Code Available Experimental Results of Underwater Sound Speed Profile Inversion by Few-shot Multi-task Learning Oct 18, 2023 Compressive Sensing Few-Shot Learning
— Unverified Few-Shot In-Context Imitation Learning via Implicit Graph Alignment Oct 18, 2023 Few-Shot Learning Imitation Learning
— Unverified A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine Translation Oct 18, 2023 Fairness Few-Shot Learning
Code Code Available Group Preference Optimization: Few-Shot Alignment of Large Language Models Oct 17, 2023 Few-Shot Learning Meta-Learning
Code Code Available Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language Models Oct 17, 2023 Document-level Relation Extraction Few-Shot Learning
Code Code Available Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World Oct 16, 2023 Few-Shot Learning Form
Code Code Available LLM4SGG: Large Language Models for Weakly Supervised Scene Graph Generation Oct 16, 2023 Few-Shot Learning Large Language Model
Code Code Available Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies Oct 16, 2023 Few-Shot Learning Time Series
Code Code Available Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs Oct 15, 2023 Few-Shot Learning Graph Learning
Code Code Available In-Context Learning with Iterative Demonstration Selection Oct 15, 2023 Few-Shot Learning In-Context Learning
Code Code Available Configuration Validation with Large Language Models Oct 15, 2023 Code Generation Few-Shot Learning
— Unverified Plug-and-Play Feature Generation for Few-Shot Medical Image Classification Oct 14, 2023 Few-Shot Learning image-classification
— Unverified In-Context Learning for Few-Shot Molecular Property Prediction Oct 13, 2023 Few-Shot Learning In-Context Learning
— Unverified Subspace Adaptation Prior for Few-Shot Learning Oct 13, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available LLM-augmented Preference Learning from Natural Language Oct 12, 2023 Few-Shot Learning Graph Attention
— Unverified Language-Guided Reinforcement Learning for Hard Attention in Few-Shot Learning Oct 11, 2023 Deep Reinforcement Learning Few-Shot Learning
— Unverified Argumentative Stance Prediction: An Exploratory Study on Multimodality and Few-Shot Learning Oct 11, 2023 Argument Mining Few-Shot Learning
— Unverified Leveraging Twitter Data for Sentiment Analysis of Transit User Feedback: An NLP Framework Oct 11, 2023 Few-Shot Learning Sentiment Analysis
— Unverified NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining Oct 11, 2023 Anomaly Detection Few-Shot Learning
Code Code Available LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression Oct 10, 2023 Code Completion Few-Shot Learning
Code Code Available Model Tuning or Prompt Tuning? A Study of Large Language Models for Clinical Concept and Relation Extraction Oct 10, 2023 Few-Shot Learning Relation Extraction
— Unverified PatchProto Networks for Few-shot Visual Anomaly Classification Oct 7, 2023 Anomaly Classification Classification
— Unverified Task Aware Modulation using Representation Learning: An Approach for Few Shot Learning in Environmental Systems Oct 7, 2023 Computational Efficiency Few-Shot Learning
— Unverified A Holistic Evaluation of Piano Sound Quality Oct 7, 2023 Diversity Few-Shot Learning
— Unverified UniPredict: Large Language Models are Universal Tabular Classifiers Oct 5, 2023 Few-Shot Learning
— Unverified PrototypeFormer: Learning to Explore Prototype Relationships for Few-shot Image Classification Oct 5, 2023 Classification Contrastive Learning
— Unverified Procedural Text Mining with Large Language Models Oct 5, 2023 Few-Shot Learning In-Context Learning
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