The Future of Continual Learning in the Era of Foundation Models: Three Key Directions
Fuente:
arXiv
Saved in:
| Main Authors: | Bell, Jack, Quarantiello, Luigi, Coleman, Eric Nuertey, Li, Lanpei, Li, Malio, Madeddu, Mauro, Piccoli, Elia, Lomonaco, Vincenzo |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
A Compositional Paradigm for Foundation Models: Towards Smarter Robotic Agents
by: Quarantiello, Luigi, et al.
Published: (2025)
by: Quarantiello, Luigi, et al.
Published: (2025)
HAM: Hierarchical Adapter Merging for Scalable Continual Learning
by: Coleman, Eric Nuertey, et al.
Published: (2025)
by: Coleman, Eric Nuertey, et al.
Published: (2025)
Calibration of Continual Learning Models
by: Li, Lanpei, et al.
Published: (2024)
by: Li, Lanpei, et al.
Published: (2024)
Reinforcement Learning-Based Dynamic Management of Structured Parallel Farm Skeletons on Serverless Platforms
by: Li, Lanpei, et al.
Published: (2026)
by: Li, Lanpei, et al.
Published: (2026)
I Know How: Combining Prior Policies to Solve New Tasks
by: Li, Malio, et al.
Published: (2024)
by: Li, Malio, et al.
Published: (2024)
Parameter-Efficient Continual Fine-Tuning: A Survey
by: Coleman, Eric Nuertey, et al.
Published: (2025)
by: Coleman, Eric Nuertey, et al.
Published: (2025)
Combining Pre-Trained Models for Enhanced Feature Representation in Reinforcement Learning
by: Piccoli, Elia, et al.
Published: (2025)
by: Piccoli, Elia, et al.
Published: (2025)
Task-Agnostic Experts Composition for Continual Learning
by: Quarantiello, Luigi, et al.
Published: (2025)
by: Quarantiello, Luigi, et al.
Published: (2025)
Adaptive AI-based Decentralized Resource Management in the Cloud-Edge Continuum
by: Li, Lanpei, et al.
Published: (2025)
by: Li, Lanpei, et al.
Published: (2025)
Continual Policy Distillation of Reinforcement Learning-based Controllers for Soft Robotic In-Hand Manipulation
by: Li, Lanpei, et al.
Published: (2024)
by: Li, Lanpei, et al.
Published: (2024)
LuckyMera: a Modular AI Framework for Building Hybrid NetHack Agents
by: Quarantiello, Luigi, et al.
Published: (2023)
by: Quarantiello, Luigi, et al.
Published: (2023)
Book your room in the Turing Hotel! A symmetric and distributed Turing Test with multiple AIs and humans
by: Di Maio, Christian, et al.
Published: (2026)
by: Di Maio, Christian, et al.
Published: (2026)
Adaptive Hyperparameter Optimization for Continual Learning Scenarios
by: Semola, Rudy, et al.
Published: (2024)
by: Semola, Rudy, et al.
Published: (2024)
Streaming Continual Learning for Unified Adaptive Intelligence in Dynamic Environments
by: Giannini, Federico, et al.
Published: (2026)
by: Giannini, Federico, et al.
Published: (2026)
Continually Learn to Map Visual Concepts to Large Language Models in Resource-constrained Environments
by: Rebillard, Clea, et al.
Published: (2025)
by: Rebillard, Clea, et al.
Published: (2025)
Continually Learn to Map Visual Concepts to Large Language Models in Resource-constrained Environments
by: Rebillard, Clea, et al.
Published: (2024)
by: Rebillard, Clea, et al.
Published: (2024)
CORe50
by: Lomonaco, Vincenzo, et al.
Published: (2026)
by: Lomonaco, Vincenzo, et al.
Published: (2026)
FAST: Similarity-based Knowledge Transfer for Efficient Policy Learning
by: Capurso, Alessandro, et al.
Published: (2025)
by: Capurso, Alessandro, et al.
Published: (2025)
When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions
by: Zhuang, Weiming, et al.
Published: (2023)
by: Zhuang, Weiming, et al.
Published: (2023)
Prompting Encoder Models for Zero-Shot Classification: A Cross-Domain Study in Italian
by: Auriemma, Serena, et al.
Published: (2024)
by: Auriemma, Serena, et al.
Published: (2024)
Modular Memory is the Key to Continual Learning Agents
by: Dorovatas, Vaggelis, et al.
Published: (2026)
by: Dorovatas, Vaggelis, et al.
Published: (2026)
Hacia la prohibición de las armas nucleares / Jorge Lomónaco
by: Lomónaco, Jorge
Published: (2017)
by: Lomónaco, Jorge
Published: (2017)
Misión Permanente de México ante los Organismos Inrternacionales con sede en Ginebra
by: Lomónaco, Jorge
Published: (2014)
by: Lomónaco, Jorge
Published: (2014)
Um método novo para a ciência do homem moderno
by: Fabrizio Lomonaco
Published: (2020)
by: Fabrizio Lomonaco
Published: (2020)
Determinação espacial das grandezas e libertas philosophandi no jovem Cassirer, intérprete de Descartes e Leibniz
by: Fabrizio Lomonaco
Published: (2018)
by: Fabrizio Lomonaco
Published: (2018)
Metafísica e ciência humana
by: Fabrizio Lomonaco
Published: (2021)
by: Fabrizio Lomonaco
Published: (2021)
Properties of Measure Controls and Their Trajectories
by: Garavello, Mauro, et al.
Published: (2026)
by: Garavello, Mauro, et al.
Published: (2026)
Model Merging in the Era of Large Language Models: Methods, Applications, and Future Directions
by: Song, Mingyang, et al.
Published: (2026)
by: Song, Mingyang, et al.
Published: (2026)
PR prolongation with alternating wide and narrow QRS complexes: What is the mechanism?
by: Vincenzo Russo, et al.
Published: (2024)
by: Vincenzo Russo, et al.
Published: (2024)
Integrating Endothelial-Derived Hyperpolarizing Signaling into a Multitarget Therapeutic Strategy for Microvascular Disease
by: Madeddu, Paolo, et al.
Published: (2025)
by: Madeddu, Paolo, et al.
Published: (2025)
Embodied Robot Manipulation in the Era of Foundation Models: Planning and Learning Perspectives
by: Bai, Shuanghao, et al.
Published: (2025)
by: Bai, Shuanghao, et al.
Published: (2025)
Man and Future: a Palaeontological and Chronological Foundation of Cassirer's Definition of Man as Animal Symbolicum
by: Luigi Laino
Published: (2017)
by: Luigi Laino
Published: (2017)
Into the Future: The Foundations of Library and Information Services in the Post-Industrial Era.
by: Harris, Michael H., et al.
Published: (1996)
by: Harris, Michael H., et al.
Published: (1996)
Revisiting Active Learning in the Era of Vision Foundation Models
by: Gupte, Sanket Rajan, et al.
Published: (2024)
by: Gupte, Sanket Rajan, et al.
Published: (2024)
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions
by: He, Yuting, et al.
Published: (2024)
by: He, Yuting, et al.
Published: (2024)
A Survey of Pathology Foundation Model: Progress and Future Directions
by: Xiong, Conghao, et al.
Published: (2025)
by: Xiong, Conghao, et al.
Published: (2025)
Revisiting Shape from Polarization in the Era of Vision Foundation Models
by: Li, Chenhao, et al.
Published: (2026)
by: Li, Chenhao, et al.
Published: (2026)
Large Language Models for Network Intrusion Detection Systems: Foundations, Implementations, and Future Directions
by: Yang, Shuo, et al.
Published: (2025)
by: Yang, Shuo, et al.
Published: (2025)
Drug–Drug Interaction Prediction: Paradigm Shifts, Key Bottlenecks, and Future Directions
by: Xiaoqing Ru, et al.
Published: (2025)
by: Xiaoqing Ru, et al.
Published: (2025)
Infiltración testicular por leucemia linfoblástica aguda, presentándose como masa testicular: reporte de un caso
by: Sandra Herrera-Lomonaco
Published: (2017)
by: Sandra Herrera-Lomonaco
Published: (2017)
Similar Items
-
A Compositional Paradigm for Foundation Models: Towards Smarter Robotic Agents
by: Quarantiello, Luigi, et al.
Published: (2025) -
HAM: Hierarchical Adapter Merging for Scalable Continual Learning
by: Coleman, Eric Nuertey, et al.
Published: (2025) -
Calibration of Continual Learning Models
by: Li, Lanpei, et al.
Published: (2024) -
Reinforcement Learning-Based Dynamic Management of Structured Parallel Farm Skeletons on Serverless Platforms
by: Li, Lanpei, et al.
Published: (2026) -
I Know How: Combining Prior Policies to Solve New Tasks
by: Li, Malio, et al.
Published: (2024)