Rethinking the Sample Relations for Few-Shot Classification Jan 23, 2025 Classification Contrastive Learning
Code Code Available 5 LLaMA: Open and Efficient Foundation Language Models Feb 27, 2023 Arithmetic Reasoning Code Generation
Code Code Available 5 GPT-4 Technical Report Mar 15, 2023 answerability prediction Arithmetic Reasoning
Code Code Available 5 SGLang: Efficient Execution of Structured Language Model Programs Dec 12, 2023 Few-Shot Learning Language Modeling
Code Code Available 5 SymbolicAI: A framework for logic-based approaches combining generative models and solvers Feb 1, 2024 Few-Shot Learning In-Context Learning
Code Code Available 5 Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities Feb 2, 2024 Acoustic Scene Classification Audio captioning
Code Code Available 5 Zephyr: Direct Distillation of LM Alignment Oct 25, 2023 2D Cyclist Detection Few-Shot Learning
Code Code Available 5 LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression Oct 10, 2023 Code Completion Few-Shot Learning
Code Code Available 5 Efficient Few-Shot Learning Without Prompts Sep 22, 2022 Few-Shot Learning Few-Shot Text Classification
Code Code Available 5 What Makes Good In-Context Examples for GPT-3? Jan 17, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available 5 iText2KG: Incremental Knowledge Graphs Construction Using Large Language Models Sep 5, 2024 Few-Shot Learning Information Retrieval
Code Code Available 5 Flamingo: a Visual Language Model for Few-Shot Learning Apr 29, 2022 Few-Shot Learning Generative Visual Question Answering
Code Code Available 5 Prototypical Verbalizer for Prompt-based Few-shot Tuning Mar 18, 2022 Contrastive Learning Entity Typing
Code Code Available 5 Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities Aug 14, 2024 Continual Learning Few-Shot Learning
Code Code Available 5 MEDITRON-70B: Scaling Medical Pretraining for Large Language Models Nov 27, 2023 Articles Conditional Text Generation
Code Code Available 5 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 5 No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation Apr 5, 2024 Few-Shot Learning Scene Segmentation
Code Code Available 5 Language Models are Few-Shot Learners May 28, 2020 answerability prediction Articles
Code Code Available 5 Large Language Models Are Human-Level Prompt Engineers Nov 3, 2022 Few-Shot Learning In-Context Learning
Code Code Available 5 Generalized Robot 3D Vision-Language Model with Fast Rendering and Pre-Training Vision-Language Alignment Dec 1, 2023 Contrastive Learning Few-Shot Learning
Code Code Available 5 LLM4Drive: A Survey of Large Language Models for Autonomous Driving Nov 2, 2023 Autonomous Driving Few-Shot Learning
Code Code Available 5 When LLMs are Unfit Use FastFit: Fast and Effective Text Classification with Many Classes Apr 18, 2024 Contrastive Learning Few-Shot Learning
Code Code Available 5 Vision-Language Pre-training: Basics, Recent Advances, and Future Trends Oct 17, 2022 Few-Shot Learning Image Captioning
Code Code Available 5 Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model Jan 28, 2022 Few-Shot Learning Language Modeling
Code Code Available 5 LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Nov 3, 2021 Few-Shot Learning
Code Code Available 5 Reason-RFT: Reinforcement Fine-Tuning for Visual Reasoning Mar 26, 2025 Few-Shot Learning Visual Reasoning
Code Code Available 5 PCToolkit: A Unified Plug-and-Play Prompt Compression Toolkit of Large Language Models Mar 26, 2024 Code Completion Few-Shot Learning
Code Code Available 5 The Surprising Effectiveness of Test-Time Training for Few-Shot Learning Nov 11, 2024 ARC Few-Shot Learning
Code Code Available 5 Low-Rank Few-Shot Adaptation of Vision-Language Models May 28, 2024 Few-Shot Learning parameter-efficient fine-tuning
Code Code Available 5 LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding Aug 28, 2023 16k Code Completion
Code Code Available 5 Big Transfer (BiT): General Visual Representation Learning Dec 24, 2019 Few-Shot Learning Fine-Grained Image Classification
Code Code Available 5 LeapVAD: A Leap in Autonomous Driving via Cognitive Perception and Dual-Process Thinking Jan 14, 2025 Autonomous Driving Decision Making
Code Code Available 5 Spatio-Temporal Few-Shot Learning via Diffusive Neural Network Generation Feb 19, 2024 Denoising Few-Shot Learning
Code Code Available 5 Large Language Models are Zero-Shot Reasoners May 24, 2022 Arithmetic Reasoning Common Sense Reasoning
Code Code Available 5 Large Language Models to Enhance Bayesian Optimization Feb 6, 2024 Bayesian Optimization Few-Shot Learning
Code Code Available 5 LibFewShot: A Comprehensive Library for Few-shot Learning Sep 10, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available 5 Language Model Cascades Jul 21, 2022 Few-Shot Learning Language Modeling
Code Code Available 5 A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model May 3, 2024 Decision Making Few-Shot Learning
Code Code Available 5 In-BoXBART: Get Instructions into Biomedical Multi-Task Learning Apr 15, 2022 Few-Shot Learning Multi-Task Learning
Code Code Available 5 AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation Jul 5, 2024 Action Recognition Few-Shot Image Classification
Code Code Available 5 Improving Factuality and Reasoning in Language Models through Multiagent Debate May 23, 2023 Few-Shot Learning Language Modeling
Code Code Available 5 AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 May 23, 2024 Anomaly Detection Anomaly Segmentation
Code Code Available 5 Few-Shot Scene Classification of Optical Remote Sensing Images Leveraging Calibrated Pretext Tasks Jul 6, 2022 Contrastive Learning Few-Shot Learning
Code Code Available 5 GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed Graphs Oct 14, 2024 Few-Shot Learning TAG
Code Code Available 5 Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Aug 8, 2022 Aerial Scene Classification Few-Shot Learning
Code Code Available 5 Global Convergence and Generalization Bound of Gradient-Based Meta-Learning with Deep Neural Nets Jun 25, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Few-Shot Bearing Fault Diagnosis Via Ensembling Transformer-Based Model With Mahalanobis Distance Metric Learning From Multiscale Features Mar 25, 2024 Classification Fault Diagnosis
Code Code Available 5 Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies Oct 16, 2023 Few-Shot Learning Time Series
Code Code Available 5 Feature Learning in Infinite-Width Neural Networks Nov 30, 2020 Few-Shot Learning Transfer Learning
Code Code Available 5 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 5 