Few-Shot Learning

FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025 FSTLLM: Spatio-Temporal LLM for Few Shot Time Series Forecasting ICML 2025 Fugatto 1: Foundational Generative Audio Transformer Opus 1 ICLR 2025 GCML: Gradient Coherence Guided Meta-Learning for Cross-Domain Emerging Topic Rumor Detection EMNLP 2025 Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model CVPR 2025 Generalized Few-Shot Point Cloud Segmentation via LLM-Assisted Hyper-Relation Matching ICCV 2025 GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks CVPR 2025 GHOST: Generalizable One-Shot Federated Graph Learning with Proxy-Based Topology Knowledge Retention ICML 2025 GoP2Vec: A few shot learning for pronunciation assessment with goodness of pronunciation (GoP) based representations from an i-vector framework and augmentation Interspeech 2025 GRAD: Generative Retrieval-Aligned Demonstration Sampler for Efficient Few-Shot Reasoning EMNLP 2025 GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design NAACL 2025 HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding AAAI 2025 HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks AAAI 2025 HEP-NAS: Towards Efficient Few-shot Neural Architecture Search via Hierarchical Edge Partitioning AAAI 2025 HeterGP: Bridging Heterogeneity in Graph Neural Networks with Multi-View Prompting AAAI 2025 Hierarchical Material Recognition from Local Appearance ICCV 2025 HIT-YOU at TSAR 2025 Shared Task Leveraging Similarity-Based Few-Shot Prompting, Round-Trip Translation, and Self-Refinement for Readability-Controlled Text Simplification EMNLP 2025 HiTZ-Ixa at SemEval-2025 Task 1: Multimodal Idiomatic Language Understanding SemEval 2025 HLU: Human Vs LLM Generated Text Detection Dataset for Urdu at Multiple Granularities COLING 2025 Human and LLM-based Assessment of Teaching Acts in Expert-led Explanatory Dialogues EMNLP 2025 Human–LLM Benchmarks for Bangla Dialect Translation: Sylheti and Chittagonian on the BanglaCHQ-Summ Corpus AACL 2025 HyGenar: An LLM-Driven Hybrid Genetic Algorithm for Few-Shot Grammar Generation ACL 2025 Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation CVPR 2025 Hypernetwork Approach to Bayesian MAML (Student Abstract) AAAI 2025 IdentifyMe: A Challenging Long-Context Mention Resolution Benchmark for LLMs NAACL 2025