Rethinking the Sample Relations for Few-Shot Classification Jan 23, 2025 Classification Contrastive Learning
Code Code Available LLaMA: Open and Efficient Foundation Language Models Feb 27, 2023 Arithmetic Reasoning Code Generation
Code Code Available SGLang: Efficient Execution of Structured Language Model Programs Dec 12, 2023 Few-Shot Learning Language Modeling
Code Code Available GPT-4 Technical Report Mar 15, 2023 answerability prediction Arithmetic Reasoning
Code Code Available 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 SymbolicAI: A framework for logic-based approaches combining generative models and solvers Feb 1, 2024 Few-Shot Learning In-Context Learning
Code Code Available Zephyr: Direct Distillation of LM Alignment Oct 25, 2023 2D Cyclist 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 iText2KG: Incremental Knowledge Graphs Construction Using Large Language Models Sep 5, 2024 Few-Shot Learning Information Retrieval
Code Code Available Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities Aug 14, 2024 Continual Learning Few-Shot Learning
Code Code Available 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 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 MEDITRON-70B: Scaling Medical Pretraining for Large Language Models Nov 27, 2023 Articles Conditional Text Generation
Code Code Available Efficient Few-Shot Learning Without Prompts Sep 22, 2022 Few-Shot Learning Few-Shot Text Classification
Code Code Available Flamingo: a Visual Language Model for Few-Shot Learning Apr 29, 2022 Few-Shot Learning Generative Visual Question Answering
Code Code Available Prototypical Verbalizer for Prompt-based Few-shot Tuning Mar 18, 2022 Contrastive Learning Entity Typing
Code Code Available What Makes Good In-Context Examples for GPT-3? Jan 17, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available Reason-RFT: Reinforcement Fine-Tuning for Visual Reasoning Mar 26, 2025 Few-Shot Learning Visual Reasoning
Code Code Available The Surprising Effectiveness of Test-Time Training for Few-Shot Learning Nov 11, 2024 ARC Few-Shot Learning
Code Code Available Low-Rank Few-Shot Adaptation of Vision-Language Models May 28, 2024 Few-Shot Learning parameter-efficient fine-tuning
Code Code Available 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 PCToolkit: A Unified Plug-and-Play Prompt Compression Toolkit of Large Language Models Mar 26, 2024 Code Completion Few-Shot Learning
Code Code Available 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 LLM4Drive: A Survey of Large Language Models for Autonomous Driving Nov 2, 2023 Autonomous Driving Few-Shot Learning
Code Code Available LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding Aug 28, 2023 16k Code Completion
Code Code Available Large Language Models Are Human-Level Prompt Engineers Nov 3, 2022 Few-Shot Learning In-Context Learning
Code Code Available Vision-Language Pre-training: Basics, Recent Advances, and Future Trends Oct 17, 2022 Few-Shot Learning Image Captioning
Code Code Available 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 LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Nov 3, 2021 Few-Shot Learning
Code Code Available Language Models are Few-Shot Learners May 28, 2020 answerability prediction Articles
Code Code Available Recent Advances in Medical Imaging Segmentation: A Survey May 14, 2025 Domain Adaptation Few-Shot Learning
Code Code Available Logits DeConfusion with CLIP for Few-Shot Learning Apr 16, 2025 Few-Shot Learning
Code Code Available Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuning Mar 20, 2025 Classification Few-Shot Learning
Code Code Available SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL Feb 17, 2025 Few-Shot Learning Heuristic Search
Code Code Available LeapVAD: A Leap in Autonomous Driving via Cognitive Perception and Dual-Process Thinking Jan 14, 2025 Autonomous Driving Decision Making
Code Code Available GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed Graphs Oct 14, 2024 Few-Shot Learning TAG
Code Code Available GR-MG: Leveraging Partially Annotated Data via Multi-Modal Goal-Conditioned Policy Aug 26, 2024 Few-Shot Learning Image Generation
Code Code Available PCP-MAE: Learning to Predict Centers for Point Masked Autoencoders Aug 16, 2024 3D Object Classification 3D Point Cloud Classification
Code Code Available Training-free CryoET Tomogram Segmentation Jul 8, 2024 Contrastive Learning Cryogenic Electron Tomography
Code Code Available AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation Jul 5, 2024 Action Recognition Few-Shot Image Classification
Code Code Available Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models Jun 5, 2024 Few-Shot Learning Language Modeling
Code Code Available Boosting Vision-Language Models with Transduction Jun 3, 2024 Few-Shot Learning Transductive Learning
Code Code Available AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 May 23, 2024 Anomaly Detection Anomaly Segmentation
Code Code Available NetMamba: Efficient Network Traffic Classification via Pre-training Unidirectional Mamba May 19, 2024 Classification Few-Shot Learning
Code Code Available 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 AMU-Tuning: Effective Logit Bias for CLIP-based Few-shot Learning Apr 13, 2024 Few-Shot Learning
Code Code Available 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 Pretraining Codomain Attention Neural Operators for Solving Multiphysics PDEs Mar 19, 2024 Few-Shot Learning Self-Supervised Learning
Code Code Available Task Attribute Distance for Few-Shot Learning: Theoretical Analysis and Applications Mar 6, 2024 Attribute Data Augmentation
Code Code Available Me LLaMA: Foundation Large Language Models for Medical Applications Feb 20, 2024 Few-Shot Learning GPU
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