Flexibly Scaling Large Language Models Contexts Through Extensible Tokenization Jan 15, 2024 Few-Shot Learning Language Modeling
— Unverified Harnessing Large Language Models Over Transformer Models for Detecting Bengali Depressive Social Media Text: A Comprehensive Study Jan 14, 2024 Deep Learning Depression Detection
Code Code Available EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records Jan 13, 2024 Code Generation Few-Shot Learning
Code Code Available xCoT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning Jan 13, 2024 Few-Shot Learning Language Modelling
— Unverified Hierarchical Knowledge Distillation on Text Graph for Data-limited Attribute Inference Jan 10, 2024 Attribute Few-Shot Learning
— Unverified Less is More: A Closer Look at Semantic-based Few-Shot Learning Jan 10, 2024 Few-Shot Learning Language Modeling
— Unverified Derm-T2IM: Harnessing Synthetic Skin Lesion Data via Stable Diffusion Models for Enhanced Skin Disease Classification using ViT and CNN Jan 10, 2024 Diversity Few-Shot Learning
— Unverified Make Prompts Adaptable: Bayesian Modeling for Vision-Language Prompt Learning with Data-Dependent Prior Jan 9, 2024 Few-Shot Learning Prompt Engineering
Code Code Available Deep learning based detection of collateral circulation in coronary angiographies Jan 8, 2024 Coronary Artery Segmentation Deep Learning
— Unverified Autosen: improving automatic wifi human sensing through cross-modal autoencoder Jan 8, 2024 Few-Shot Learning Self-Supervised Learning
— Unverified Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series Jan 8, 2024 CPU Few-Shot Learning
Code Code Available Long Context Compression with Activation Beacon Jan 7, 2024 4k document understanding
— Unverified Few-Shot Causal Representation Learning for Out-of-Distribution Generalization on Heterogeneous Graphs Jan 7, 2024 Few-Shot Learning Graph Neural Network
— Unverified Few-Shot Object Detection with Foundation Models Jan 1, 2024 Few-Shot Learning Few-Shot Object Detection
— Unverified Adversarially Robust Few-shot Learning via Parameter Co-distillation of Similarity and Class Concept Learners Jan 1, 2024 Adversarial Robustness Few-Shot Learning
— Unverified Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples Jan 1, 2024 Few-Shot Learning
Code Code Available DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning Jan 1, 2024 Denoising Few-Shot Learning
Code Code Available Does Few-shot Learning Suffer from Backdoor Attacks? Dec 31, 2023 Backdoor Attack Few-Shot Learning
— Unverified Self-supervised Pretraining for Decision Foundation Model: Formulation, Pipeline and Challenges Dec 29, 2023 Decision Making Few-Shot Learning
— Unverified Few-shot learning for automated content analysis: Efficient coding of arguments and claims in the debate on arms deliveries to Ukraine Dec 28, 2023 Few-Shot Learning Task 2
— Unverified A Prompt Learning Framework for Source Code Summarization Dec 26, 2023 Code Summarization Few-Shot Learning
Code Code Available MetaScript: Few-Shot Handwritten Chinese Content Generation via Generative Adversarial Networks Dec 25, 2023 Few-Shot Learning
Code Code Available Self-Supervised Learning for Few-Shot Bird Sound Classification Dec 25, 2023 Classification Few-Shot Learning
Code Code Available Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning Dec 24, 2023 Few-Shot Learning Image Segmentation
— Unverified Learning Human-like Representations to Enable Learning Human Values Dec 21, 2023 Ethics Fairness
— Unverified Meta-Learning with Versatile Loss Geometries for Fast Adaptation Using Mirror Descent Dec 20, 2023 Few-Shot Learning Meta-Learning
Code Code Available ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval Dec 19, 2023 Few-Shot Learning Retrieval
Code Code Available Advancing Image Retrieval with Few-Shot Learning and Relevance Feedback Dec 18, 2023 Binary Classification Classification
Code Code Available LaViP:Language-Grounded Visual Prompts Dec 18, 2023 Few-Shot Learning Transfer Learning
— Unverified Leveraging Normalization Layer in Adapters With Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot Learning Dec 18, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI Dec 17, 2023 Diversity Few-Shot Learning
— Unverified Grammatical information in BERT sentence embeddings as two-dimensional arrays Dec 15, 2023 Few-Shot Learning Sentence
— Unverified Extending Context Window of Large Language Models via Semantic Compression Dec 15, 2023 Few-Shot Learning Information Retrieval
Code Code Available Continual Adversarial Defense Dec 15, 2023 Adversarial Defense Continual Learning
Code Code Available Metacognition-Enhanced Few-Shot Prompting With Positive Reinforcement Dec 14, 2023 Few-Shot Learning
— Unverified Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning Dec 14, 2023 Arithmetic Reasoning Few-Shot Learning
— Unverified A Comparative Analysis of Fine-Tuned LLMs and Few-Shot Learning of LLMs for Financial Sentiment Analysis Dec 14, 2023 Few-Shot Learning In-Context Learning
— Unverified Beyond English: Evaluating LLMs for Arabic Grammatical Error Correction Dec 13, 2023 Few-Shot Learning Grammatical Error Correction
— Unverified Prompt Engineering-assisted Malware Dynamic Analysis Using GPT-4 Dec 13, 2023 Few-Shot Learning Language Modelling
Code Code Available Self-supervised Adaptive Pre-training of Multilingual Speech Models for Language and Dialect Identification Dec 12, 2023 Automatic Speech Recognition Dialect Identification
— Unverified SGLang: Efficient Execution of Structured Language Model Programs Dec 12, 2023 Few-Shot Learning Language Modeling
Code Code Available TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification Dec 12, 2023 Few-Shot Learning image-classification
— Unverified Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration Dec 8, 2023 class-incremental learning Class Incremental Learning
Code Code Available Adaptive Weighted Co-Learning for Cross-Domain Few-Shot Learning Dec 6, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Parameter-Efficient Transfer Learning of Audio Spectrogram Transformers Dec 6, 2023 Audio Classification Few-Shot Learning
Code Code Available Assertion Enhanced Few-Shot Learning: Instructive Technique for Large Language Models to Generate Educational Explanations Dec 5, 2023 Explanation Generation Few-Shot Learning
— Unverified Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Dec 5, 2023 Diversity Few-Shot Image Classification
Code Code Available Near-real-time Earthquake-induced Fatality Estimation using Crowdsourced Data and Large-Language Models Dec 4, 2023 Few-Shot Learning
Code Code Available Evaluating General Purpose Vision Foundation Models for Medical Image Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks Dec 4, 2023 Few-Shot Learning Medical Image Analysis
Code Code Available D^2ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition Dec 3, 2023 Action Recognition Few-Shot action recognition
Code Code Available 