ShareLoRA: Parameter Efficient and Robust Large Language Model Fine-tuning via Shared Low-Rank Adaptation Jun 16, 2024 Continual Learning GSM8K
Code Code Available Forgetting Order of Continual Learning: Examples That are Learned First are Forgotten Last Jun 14, 2024 Continual Learning image-classification
— Unverified Reflecting on the State of Rehearsal-free Continual Learning with Pretrained Models Jun 13, 2024 Continual Learning
— Unverified Data-dependent and Oracle Bounds on Forgetting in Continual Learning Jun 13, 2024 Continual Learning
— Unverified Diffusion Soup: Model Merging for Text-to-Image Diffusion Models Jun 12, 2024 Continual Learning Image Generation
— Unverified Continuous fake media detection: adapting deepfake detectors to new generative techniques Jun 12, 2024 Continual Learning DeepFake Detection
— Unverified StreamFP: Learnable Fingerprint-guided Data Selection for Efficient Stream Learning Jun 11, 2024 Computational Efficiency Continual Learning
Code Code Available A Statistical Theory of Regularization-Based Continual Learning Jun 10, 2024 Continual Learning regression
— Unverified A Parameter-efficient Language Extension Framework for Multilingual ASR Jun 10, 2024 Continual Learning parameter-efficient fine-tuning
— Unverified Learning Continually by Spectral Regularization Jun 10, 2024 Continual Learning Diversity
— Unverified Online DPO: Online Direct Preference Optimization with Fast-Slow Chasing Jun 8, 2024 Continual Learning
— Unverified Data-Free Generative Replay for Class-Incremental Learning on Imbalanced Data Jun 7, 2024 class-incremental learning Class Incremental Learning
Code Code Available REP: Resource-Efficient Prompting for Rehearsal-Free Continual Learning Jun 7, 2024 Continual Learning image-classification
— Unverified The Expanding Scope of the Stability Gap: Unveiling its Presence in Joint Incremental Learning of Homogeneous Tasks Jun 7, 2024 Continual Learning Incremental Learning
— Unverified Lifelong Learning of Video Diffusion Models From a Single Video Stream Jun 7, 2024 Continual Learning Lifelong learning
— Unverified Continual Traffic Forecasting via Mixture of Experts Jun 5, 2024 Continual Learning Mixture-of-Experts
— Unverified Choice of PEFT Technique in Continual Learning: Prompt Tuning is Not All You Need Jun 5, 2024 All Continual Learning
— Unverified Unsupervised Few-Shot Continual Learning for Remote Sensing Image Scene Classification Jun 4, 2024 Continual Learning Scene Classification
Code Code Available Parameterizing Federated Continual Learning for Reproducible Research Jun 4, 2024 Continual Learning Federated Learning
— Unverified Federated Class-Incremental Learning with Hierarchical Generative Prototypes Jun 4, 2024 class-incremental learning Class Incremental Learning
— Unverified iKAN: Global Incremental Learning with KAN for Human Activity Recognition Across Heterogeneous Datasets Jun 3, 2024 Activity Recognition Continual Learning
— Unverified Confidence-Based Task Prediction in Continual Disease Classification Using Probability Distribution Jun 3, 2024 Continual Learning
— Unverified An Analysis under a Unified Fomulation of Learning Algorithms with Output Constraints Jun 3, 2024 Continual Learning Natural Language Inference
— Unverified AGALE: A Graph-Aware Continual Learning Evaluation Framework Jun 3, 2024 Continual Learning Graph Learning
Code Code Available Disentangling and Mitigating the Impact of Task Similarity for Continual Learning May 30, 2024 Continual Learning Permuted-MNIST
Code Code Available A Study of Plasticity Loss in On-Policy Deep Reinforcement Learning May 29, 2024 Continual Learning Deep Reinforcement Learning
Code Code Available Forward-Backward Knowledge Distillation for Continual Clustering May 29, 2024 Clustering Continual Learning
— Unverified Provable Contrastive Continual Learning May 29, 2024 Continual Learning
— Unverified Federated Continual Learning Goes Online: Uncertainty-Aware Memory Management for Vision Tasks and Beyond May 29, 2024 class-incremental learning Class Incremental Learning
— Unverified Recent Advances of Foundation Language Models-based Continual Learning: A Survey May 28, 2024 class-incremental learning Class Incremental Learning
— Unverified Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving Task May 28, 2024 Autonomous Driving Continual Learning
— Unverified An Empirical Analysis of Forgetting in Pre-trained Models with Incremental Low-Rank Updates May 28, 2024 Continual Learning
Code Code Available Understanding Forgetting in Continual Learning with Linear Regression May 27, 2024 Continual Learning regression
— Unverified Improving Data-aware and Parameter-aware Robustness for Continual Learning May 27, 2024 Continual Learning
Code Code Available Theories of synaptic memory consolidation and intelligent plasticity for continual learning May 27, 2024 Continual Learning
— Unverified Few-shot Tuning of Foundation Models for Class-incremental Learning May 26, 2024 class-incremental learning Class Incremental Learning
Code Code Available On Sequential Loss Approximation for Continual Learning May 26, 2024 class-incremental learning Class Incremental Learning
Code Code Available Exploring the Evolution of Hidden Activations with Live-Update Visualization May 24, 2024 Continual Learning
Code Code Available HINT: Hypernetwork Approach to Training Weight Interval Regions in Continual Learning May 24, 2024 Continual Learning
Code Code Available Distributed Continual Learning May 23, 2024 Continual Learning Federated Learning
— Unverified U-TELL: Unsupervised Task Expert Lifelong Learning May 23, 2024 Clustering Continual Learning
Code Code Available Variational Bayes for Federated Continual Learning May 23, 2024 Continual Learning Federated Learning
Code Code Available ChronosLex: Time-aware Incremental Training for Temporal Generalization of Legal Classification Tasks May 23, 2024 Continual Learning Multi Label Text Classification
— Unverified Adaptive Retention & Correction: Test-Time Training for Continual Learning May 23, 2024 ARC Continual Learning
— Unverified PhiNets: Brain-inspired Non-contrastive Learning Based on Temporal Prediction Hypothesis May 23, 2024 Continual Learning Contrastive Learning
— Unverified Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning May 22, 2024 class-incremental learning Class Incremental Learning
Code Code Available Task agnostic continual learning with Pairwise layer architecture May 22, 2024 Continual Learning image-classification
Code Code Available Gradient Projection For Continual Parameter-Efficient Tuning May 22, 2024 Continual Learning Hallucination
— Unverified Adversarially Diversified Rehearsal Memory (ADRM): Mitigating Memory Overfitting Challenge in Continual Learning May 20, 2024 Continual Learning Diversity
Code Code Available FeTT: Continual Class Incremental Learning via Feature Transformation Tuning May 20, 2024 class-incremental learning Class Incremental Learning
— Unverified 