Retrieval meets Long Context Large Language Models Oct 4, 2023 16k 4k
— Unverified SHOT: Suppressing the Hessian along the Optimization Trajectory for Gradient-Based Meta-Learning Oct 4, 2023 Few-Shot Learning Meta-Learning
Code Code Available SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training Oct 3, 2023 Contrastive Learning Equation Discovery
Code Code Available TRAM: Benchmarking Temporal Reasoning for Large Language Models Oct 2, 2023 Benchmarking Few-Shot Learning
— Unverified RA-DIT: Retrieval-Augmented Dual Instruction Tuning Oct 2, 2023 Few-Shot Learning Open-Domain Question Answering
— Unverified SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation Oct 1, 2023 Few-Shot Learning Inductive Bias
Code Code Available PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction Oct 1, 2023 Few-Shot Learning Graph Neural Network
Code Code Available On the Role of Neural Collapse in Meta Learning Models for Few-shot Learning Sep 30, 2023 Few-Shot Learning Meta-Learning
Code Code Available Self-Supervised Open-Ended Classification with Small Visual Language Models Sep 30, 2023 Few-Shot Learning Image Captioning
— Unverified An evaluation of GPT models for phenotype concept recognition Sep 29, 2023 Few-Shot Learning Specificity
— Unverified nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance Sep 29, 2023 Few-Shot Learning Heart Segmentation
Code Code Available Large Language Models in Finance: A Survey Sep 28, 2023 Few-Shot Learning Survey
— Unverified Logarithm-transform aided Gaussian Sampling for Few-Shot Learning Sep 28, 2023 Classification Few-Shot Image Classification
Code Code Available Multi-unit soft sensing permits few-shot learning Sep 27, 2023 Few-Shot Learning
— Unverified Robust Internal Representations for Domain Generalization Sep 27, 2023 Continual Learning Domain Adaptation
— Unverified Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning Sep 26, 2023 Few-Shot Learning In-Context Learning
— Unverified Recurrent Hypernetworks are Surprisingly Strong in Meta-RL Sep 26, 2023 Deep Reinforcement Learning Few-Shot Learning
Code Code Available HAVE-Net: Hallucinated Audio-Visual Embeddings for Few-Shot Classification with Unimodal Cues Sep 23, 2023 Few-Shot Learning
— Unverified Domain Adaptive Few-Shot Open-Set Learning Sep 22, 2023 cross-domain few-shot learning Few-Shot Learning
Code Code Available A Systematic Review of Few-Shot Learning in Medical Imaging Sep 20, 2023 Articles Few-Shot Learning
— Unverified Exploiting Causality Signals in Medical Images: A Pilot Study with Empirical Results Sep 19, 2023 Few-Shot Learning
Code Code Available Hyperbolic vs Euclidean Embeddings in Few-Shot Learning: Two Sides of the Same Coin Sep 18, 2023 Few-Shot Learning Representation Learning
— Unverified MAD: Meta Adversarial Defense Benchmark Sep 18, 2023 Adversarial Defense Few-Shot Learning
Code Code Available Replication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation Sep 18, 2023 Contrastive Learning Data Augmentation
Code Code Available Regularized Contrastive Pre-training for Few-shot Bioacoustic Sound Detection Sep 16, 2023 Event Detection Few-Shot Learning
Code Code Available SCT: A Simple Baseline for Parameter-Efficient Fine-Tuning via Salient Channels Sep 15, 2023 Domain Generalization Few-Shot Learning
Code Code Available Using Large Language Model to Solve and Explain Physics Word Problems Approaching Human Level Sep 15, 2023 Few-Shot Learning High School Physics
— Unverified Where2Explore: Few-shot Affordance Learning for Unseen Novel Categories of Articulated Objects Sep 14, 2023 Efficient Exploration Few-Shot Learning
— Unverified Gpachov at CheckThat! 2023: A Diverse Multi-Approach Ensemble for Subjectivity Detection in News Articles Sep 13, 2023 Articles Dimensionality Reduction
— Unverified GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection Sep 12, 2023 Anomaly Detection Few-Shot Learning
Code Code Available Self-Correlation and Cross-Correlation Learning for Few-Shot Remote Sensing Image Semantic Segmentation Sep 11, 2023 Few-Shot Learning Segmentation
Code Code Available DePT: Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning Sep 11, 2023 Few-Shot Learning parameter-efficient fine-tuning
Code Code Available Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Sep 9, 2023 Diversity Few-Shot Learning
Code Code Available Few-Shot Learning of Force-Based Motions From Demonstration Through Pre-training of Haptic Representation Sep 8, 2023 Decoder Few-Shot Learning
— Unverified Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays Sep 8, 2023 Few-Shot Learning Meta-Learning
— Unverified CDFSL-V: Cross-Domain Few-Shot Learning for Videos Sep 7, 2023 Action Recognition Cross-Domain Few-Shot
Code Code Available Text-to-feature diffusion for audio-visual few-shot learning Sep 7, 2023 Classification Few-Shot Learning
Code Code Available Support-Set Context Matters for Bongard Problems Sep 7, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Dual Adversarial Alignment for Realistic Support-Query Shift Few-shot Learning Sep 5, 2023 Few-Shot Learning
— Unverified Bias Testing and Mitigation in LLM-based Code Generation Sep 3, 2023 Code Generation Fairness
— Unverified LoGoPrompt: Synthetic Text Images Can Be Good Visual Prompts for Vision-Language Models Sep 3, 2023 Domain Generalization Few-Shot Learning
— Unverified Federated Few-shot Learning for Cough Classification with Edge Devices Sep 3, 2023 Cough Classification Federated Learning
Code Code Available Pretraining Representations for Bioacoustic Few-shot Detection using Supervised Contrastive Learning Sep 2, 2023 Contrastive Learning Data Augmentation
Code Code Available Few-shot Diagnosis of Chest x-rays Using an Ensemble of Random Discriminative Subspaces Aug 31, 2023 Few-Shot Learning Medical Image Analysis
Code Code Available Semi-Supervised SAR ATR Framework with Transductive Auxiliary Segmentation Aug 31, 2023 Few-Shot Learning Inductive Bias
— Unverified Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Aug 31, 2023 Decoder Few-Shot Learning
Code Code Available MerA: Merging Pretrained Adapters For Few-Shot Learning Aug 30, 2023 Few-Shot Learning MRPC
— Unverified AskIt: Unified Programming Interface for Programming with Large Language Models Aug 29, 2023 Code Generation Few-Shot Learning
Code Code Available Read-only Prompt Optimization for Vision-Language Few-shot Learning Aug 29, 2023 Domain Generalization Few-Shot Learning
Code Code Available TransPrompt v2: A Transferable Prompting Framework for Cross-task Text Classification Aug 29, 2023 Few-Shot Learning Few-Shot Text Classification
— Unverified 