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continual learning, continual inspection, continual contrastive learning, incremental learning, lifelong learning

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

 🧠Neural Architecture  Content type: Academic
arxiv.org·

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

 Zig  Content type: Academic
arxiv.org·

Bridging the Morphology Gap: Adapting VLA Models to Dexterous Manipulation via Intent-Conditioned Fine-Tuning

 🤖Robotics  Content type: Academic
arxiv.org·

Preserving Plasticity in Continual Learning via Dynamical Isometry

 🧠Neural Architecture  Content type: Academic
arxiv.org·

The Fine-Tuning Trap: Evaluating Negative Transfer and the Role of PEFT in Sub-1B Mathematical Reasoning

 🧠Neural Architecture  Content type: Academic
arxiv.org·

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

 📱Edge AI  Content type: Academic
arxiv.org·

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

 📱Edge AI  Content type: Academic
arxiv.org·

Continual Quadruped Robots Coordination via Semantic Skill Discovery

 🤖Robotics  Content type: Academic
arxiv.org·

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

 🧠Neural Architecture  Content type: Academic
arxiv.org·

FOGO: Forgetting-aware Orthogonalization Optimizer

 🧠Neural Architecture  Content type: Academic
arxiv.org·

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

 ⚙️LLVM  Content type: Academic
arxiv.org·

PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation

 🤖Robotics  Content type: Academic
arxiv.org·

Bidirectional Semantic Complementary Tool Retrieval for Remote Sensing Agents

 📊Embeddings  Content type: Academic
arxiv.org·

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