Continual Learning

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Scoured 28 posts in 8.6 ms

Evaluating the Impact of Task Granularity on Catastrophic Forgetting in Continual Learning

 🧪Simulation Testing  Content type: Academic
arxiv.org·

Research Proposal: Decoupled RISC-LLM Architectures via Circadian Synaptic Consolidation

 🌲LSM Trees
aermia.com··Hacker News

Predictive Processing: Conscious when Training

 🤖AI
lesswrong.com·

FOD#155: Continual Learning in LLMs: Why AI Models Need Sleep

 🤖AI
turingpost.com·

Introducing River AI

 🤖AI
river.ai··Hacker News

The Sequence Radar #873: Last Week in AI: Soccer, S-1s, and Supermodels

 🤖AI  Content type: News  Content type: Blog

Theoretical Foundations of Continual Learning via Drift-Plus-Penalty

 Vectorized Execution  Content type: Academic
arxiv.org·
Less-relevant results

Bring a Loupe: A Cartier Platinum Pocket Watch, A Gilt Rolex Explorer, An Omega Railmaster, And A Broad Arrow Polerouter

 📦Parquet  Content type: News
hodinkee.com·

Sparse Subspace-to-Expert Sharing for Task-Agnostic Continual Learning

 Vectorized Execution  Content type: Academic
arxiv.org·

Unsupervised Continual Clustering via Forward-Backward Knowledge Distillation

 🤖AI  Content type: Academic
arxiv.org·

Optimisation over non-stationary distributions creates weirder minds

 🧪Simulation Testing
lesswrong.com·

Listen, Look, and Learn: Learning Without Forgetting through SAM-Audio

 Vectorized Execution  Content type: Academic
arxiv.org·

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

 Vectorized Execution  Content type: Academic
arxiv.org·

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

 🌲LSM Trees  Content type: Academic
arxiv.org·

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

 Vectorized Execution  Content type: Academic
arxiv.org·

Continual Quadruped Robots Coordination via Semantic Skill Discovery

 🤝Consensus Algorithms  Content type: Academic
arxiv.org·

Crafting Your Evolving Dreams: Concept-Incremental Versatile Customization

 📊OLAP  Content type: Academic
arxiv.org·

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

 🧪Simulation Testing  Content type: Academic
arxiv.org·

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

 Vectorized Execution  Content type: Academic
arxiv.org·

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

 Vectorized Execution  Content type: Academic
arxiv.org·

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