Continual Learning

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

 🧠Synaptic pruning  Content type: Academic
arxiv.org·

Exclusive: Relai raises $6.9M to enable verifiable and continuous learning for AI agents

 🎯Reinforcement Learning
siliconangle.com·

Is it unethical to work on robotics capabilities research?

 🤖Developmental Robotics
lesswrong.com·

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

 ⬇️Downward Causation
turingpost.com·

HydraCIL: Decoupled Class-Incremental Learning through Prototype-Guided Multi-Head Classifiers

 ⚙️Computational Mechanics  Content type: Academic
arxiv.org·

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

 🧬Neuroscience
aermia.com··Hacker News

The inference API that learns from your failures (Sponsor)

 ⬇️Downward Causation  Content type: Blog
pioneer.ai·

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

 🧠Synaptic pruning  Content type: Academic
arxiv.org·

Memoirs of a Learning Machine: Autobiographical Self-Training and the Self-Training Gap

 🎯Reinforcement Learning
zenodo.org··Hacker News

Wall Attention: Length Generalization With Diagonal Gates | Tilde

 🧠Active Inference  Content type: Blog
blog.tilderesearch.com·

Theoretical Foundations of Continual Learning via Drift-Plus-Penalty

 🧠Active Inference  Content type: Academic
arxiv.org·

GUI-AC: Enhancing Continual Learning in GUI Agents

 🧠Active Inference  Content type: Academic
arxiv.org·

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

 🦾Bio inspired robotics  Content type: News  Content type: Blog
thesequence.substack.com··Substack

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

 🧠Synaptic pruning  Content type: Academic
arxiv.org·

OpenAI's Gabriel Petersson argues AGI will require highly detailed, dynamic instructions rather than simple open-ended text prompts

 🎨Generative Art  Content type: News
digg.com·

FOGO: Forgetting-aware Orthogonalization Optimizer

 🧠Synaptic pruning  Content type: Academic
arxiv.org·

DeepSeek fundraising 💰, Meta model delays ⌛ , Gemma 4 12B 🤖

 🎯Reinforcement Learning
tldr.tech·

Unsupervised Continual Clustering via Forward-Backward Knowledge Distillation

 🔵Information Bottleneck  Content type: Academic
arxiv.org·

not much happened today | AINews

 🎨Generative Art
news.smol.ai·

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

 🔵Information Bottleneck  Content type: Academic
arxiv.org·

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