Few-shot Continual Relation Extraction via Open Information Extraction Feb 23, 2025 Continual Learning Continual Relation Extraction
— Unverified An Autonomous Network Orchestration Framework Integrating Large Language Models with Continual Reinforcement Learning Feb 22, 2025 ARC Continual Learning
— Unverified Recurrent Knowledge Identification and Fusion for Language Model Continual Learning Feb 22, 2025 Continual Learning Language Modeling
— Unverified On the Design of Safe Continual RL Methods for Control of Nonlinear Systems Feb 21, 2025 Continual Learning MuJoCo
Code Code Available MoMa: A Modular Deep Learning Framework for Material Property Prediction Feb 21, 2025 Continual Learning Deep Learning
— Unverified Online hand gesture recognition using Continual Graph Transformers Feb 20, 2025 Action Recognition Continual Learning
— Unverified Accurate Forgetting for Heterogeneous Federated Continual Learning Feb 20, 2025 Continual Learning Federated Learning
Code Code Available CND-IDS: Continual Novelty Detection for Intrusion Detection Systems Feb 19, 2025 Continual Learning Intrusion Detection
— Unverified A Survey of Text Classification Under Class Distribution Shift Feb 18, 2025 Articles Continual Learning
Code Code Available Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC Networks Feb 18, 2025 Continual Learning ISAC
— Unverified DATA: Decomposed Attention-based Task Adaptation for Rehearsal-Free Continual Learning Feb 17, 2025 Continual Learning
Code Code Available Exploiting Task Relationships for Continual Learning Using Transferability-Aware Task Embeddings Feb 17, 2025 Continual Learning Permuted-MNIST
— Unverified Continual Learning Should Move Beyond Incremental Classification Feb 17, 2025 Classification Continual Learning
— Unverified Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent Feb 17, 2025 Continual Learning parameter-efficient fine-tuning
— Unverified Neural Networks Remember More: The Power of Parameter Isolation and Combination Feb 16, 2025 Continual Learning Task Arithmetic
— Unverified Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning Feb 16, 2025 Continual Learning
— Unverified Non-Uniform Memory Sampling in Experience Replay Feb 16, 2025 Continual Learning
Code Code Available ReReLRP - Remembering and Recognizing Tasks with LRP Feb 15, 2025 Continual Learning
Code Code Available Ten Challenging Problems in Federated Foundation Models Feb 14, 2025 Continual Learning Federated Learning
— Unverified Feature-based Graph Attention Networks Improve Online Continual Learning Feb 13, 2025 Continual Learning Graph Attention
— Unverified Vertical Federated Continual Learning via Evolving Prototype Knowledge Feb 13, 2025 Continual Learning Federated Learning
— Unverified Replay-free Online Continual Learning with Self-Supervised MultiPatches Feb 13, 2025 Continual Learning Self-Supervised Learning
Code Code Available Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning Feb 12, 2025 class-incremental learning Class Incremental Learning
— Unverified Memory Is Not the Bottleneck: Cost-Efficient Continual Learning via Weight Space Consolidation Feb 11, 2025 class-incremental learning Class Incremental Learning
— Unverified Analysis of Overparameterization in Continual Learning under a Linear Model Feb 11, 2025 Continual Learning regression
— Unverified Prompt-Driven Continual Graph Learning Feb 10, 2025 Continual Learning Graph Learning
Code Code Available Federated Continual Learning: Concepts, Challenges, and Solutions Feb 10, 2025 Continual Learning Federated Learning
— Unverified MixLLM: Dynamic Routing in Mixed Large Language Models Feb 9, 2025 Continual Learning
— Unverified No Images, No Problem: Retaining Knowledge in Continual VQA with Questions-Only Memory Feb 6, 2025 Continual Learning Question Answering
Code Code Available Efficient Few-Shot Continual Learning in Vision-Language Models Feb 6, 2025 Continual Learning Image Captioning
— Unverified SPARC: Subspace-Aware Prompt Adaptation for Robust Continual Learning in LLMs Feb 5, 2025 Continual Learning
— Unverified MaintaAvatar: A Maintainable Avatar Based on Neural Radiance Fields by Continual Learning Feb 4, 2025 Continual Learning NeRF
— Unverified Activation by Interval-wise Dropout: A Simple Way to Prevent Neural Networks from Plasticity Loss Feb 3, 2025 Atari Games Continual Learning
— Unverified Structural features of the fly olfactory circuit mitigate the stability-plasticity dilemma in continual learning Feb 3, 2025 Continual Learning Lifelong learning
— Unverified Online Curvature-Aware Replay: Leveraging 2^nd Order Information for Online Continual Learning Feb 3, 2025 Continual Learning
— Unverified VLM-Assisted Continual learning for Visual Question Answering in Self-Driving Feb 2, 2025 Autonomous Driving Continual Learning
— Unverified Agential AI for Integrated Continual Learning, Deliberative Behavior, and Comprehensible Models Jan 28, 2025 Continual Learning
— Unverified Random Walk Guided Hyperbolic Graph Distillation Jan 26, 2025 Continual Learning Graph Learning
Code Code Available Active Learning for Continual Learning: Keeping the Past Alive in the Present Jan 24, 2025 Active Learning Continual Learning
— Unverified S-LoRA: Scalable Low-Rank Adaptation for Class Incremental Learning Jan 22, 2025 class-incremental learning Class Incremental Learning
— Unverified Multiple Queries with Multiple Keys: A Precise Prompt Matching Paradigm for Prompt-based Continual Learning Jan 22, 2025 Continual Learning
— Unverified Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos Jan 21, 2025 Continual Learning Contrastive Learning
Code Code Available A margin-based replacement for cross-entropy loss Jan 21, 2025 Adversarial Robustness Continual Learning
— Unverified Optimally-Weighted Maximum Mean Discrepancy Framework for Continual Learning Jan 21, 2025 Benchmarking Continual Learning
— Unverified CLOFAI: A Dataset of Real And Fake Image Classification Tasks for Continual Learning Jan 19, 2025 Continual Learning image-classification
Code Code Available Dynamic Continual Learning: Harnessing Parameter Uncertainty for Improved Network Adaptation Jan 18, 2025 Continual Learning
— Unverified Resource-Constrained Federated Continual Learning: What Does Matter? Jan 15, 2025 Continual Learning GPU
— Unverified Incrementally Learning Multiple Diverse Data Domains via Multi-Source Dynamic Expansion Model Jan 15, 2025 Continual Learning Transfer Learning
— Unverified Continual Learning with Embedding Layer Surgery and Task-wise Beam Search using Whisper Jan 14, 2025 Continual Learning Decoder
— Unverified Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context Adaptation Jan 14, 2025 Active Learning class-incremental learning
Code Code Available 