Continual Learning

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Scoured 51 posts in 18.6 ms

Two-Way Is Better Than One: Bidirectional Alignment with Cycle Consistency for Exemplar-Free Class-Incremental Learning

 🔵Information Bottleneck  Content type: Academic
arxiv.org·

Preserving Plasticity in Continual Learning via Dynamical Isometry

 🎯Reinforcement Learning  Content type: Academic
arxiv.org·

Optimisation over non-stationary distributions creates weirder minds

 🎯Reinforcement Learning
lesswrong.com·

Not Just After One: Sleep-Inspired Replay Prevents Catastrophic Forgetting After Sequential Tasks

 🧠Synaptic pruning  Content type: Academic
arxiv.org·

Catastrophic Forgetting as Accessibility Collapse: A Three-Level Framework for Knowledge Persistence in Continual Learning

 🧠Synaptic pruning  Content type: Academic
arxiv.org·

Apple's secret AI meeting 📱, Google SpaceX deal 🤝, intent debt 👨‍💻

 🦾Morphological Computation
tldr.tech·

Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments

 🧠Neuromorphic Computing  Content type: Academic
arxiv.org·

LargeMonitor: Monitoring Online Task-Free Continual Learning via Large Pretrained Models

 🧠Active Inference  Content type: Academic
arxiv.org·
Less-relevant results

Lancaster Bible College Announces Planned Presidential Transition

 Empowerment  Content type: Academic  Content type: Blog
lbc.edu·

CL-CLIP: CLIP-Based Continual Learning Framework with Cost-Volume Category Decoupling for Object Detection

 🧠Active Inference  Content type: Academic
arxiv.org·

Optical-Guided Neural Collapse for SAR Few-Shot Class Incremental Learning

 🧠Synaptic pruning  Content type: Academic
arxiv.org·

Continual Quadruped Robots Coordination via Semantic Skill Discovery

 🎯Reinforcement Learning  Content type: Academic
arxiv.org·

Revisiting Prototype Rehearsal for Exemplar-Free Continual Learning: Manifold-Aware Boundary Sampling with Adaptive Class-Balanced Loss

 🧠Active Inference  Content type: Academic
arxiv.org·

Two to Tango: Coupled Task-Reference Selection for Safe LLM Fine-tuning

 🧠Synaptic pruning  Content type: Academic
arxiv.org·

CLaaS: Continual learning as a service for sample efficient online learning

 🎯Reinforcement Learning  Content type: Academic
arxiv.org·

Flow-DPPO: Divergence Proximal Policy Optimization for Flow Matching Models

 🎯Reinforcement Learning  Content type: Academic
arxiv.org·

CoMetaPNS: Continually Meta-learning Personalized Neural Surrogates for Cardiac Electrophysiology Simulations

 🧠Neuromorphic Computing  Content type: Academic
arxiv.org·

TailLoR: Protecting Principal Components in Parameter-Efficient Continual Learning

 🎯Reinforcement Learning  Content type: Academic
arxiv.org·

Few-shot Class-variable Incremental Audio Classification via Prototype Adaptation and Pseudo Class-variable Training

 📡Information Theory  Content type: Academic
arxiv.org·

Crafting Your Evolving Dreams: Concept-Incremental Versatile Customization

 🎨Generative Art  Content type: Academic
arxiv.org·

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