CoLLAs 2025 Workshop Track Submissions

Task Similarity Matters: Greedy Orderings in Continual Linear Regression
Ran Levinstein, Matan Tsipory, Itay Evron, Mark Kong, Deanna Needell, Daniel Soudry
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
Optimal Rates in Continual Linear Regression via Increasing Regularization
Ran Levinstein, Amit Attia, Matan Schliserman, Uri Sherman, Daniel Soudry, Tomer Koren, Itay Evron
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
Continual Anchored Manifold Embeddings for Learning Stability (CAMELS)
Kailash Ranganathan, Arnav Dalal, Arjun Banerjee
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
AltNet: Alternating Network Resets for Plasticity
Mansi Maheshwari, Bruno Castro da Silva, John C. Raisbeck
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
Object Empowerment-Driven Tool Selection for Exploration in Reinforcement Learning
Faizan Rasheed, Kenzo Clauw, Daniel Polani, Nicola Catenacci Volpi
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
Progressive Confidence-weighted Multi-source Prompt Distillation
Yutian Shen, Yanru Wu, Enming Zhang, Zhao Zijie, Yang Li
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
A SIMPLE BASELINE FOR STABLE AND PLASTIC NEURAL NETWORKS
Étienne Künzel, Achref Jaziri, Visvanathan Ramesh
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
Forgetting of task-specific knowledge in model merging-based continual learning
Timm Hess, Gido M van de Ven, Tinne Tuytelaars
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
Monitoring morphometric drift in lifelong learning segmentation of the spinal cord
Enamundram Naga Karthik, Jan Valosek, Sarath Chandar, Julien Cohen-Adad
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
From Continual Learning to SGD and Back: Better Rates for Continual Linear Models
Itay Evron, Ran Levinstein, Matan Schliserman, Uri Sherman, Tomer Koren, Daniel Soudry, Nathan Srebro
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
Continual Learning with Informative Samples: An Empirical Evaluation of Coreset Strategies
Elif Ceren Gok Yildirim, Murat Onur Yildirim, Joaquin Vanschoren
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
Lightweight Online Adaption for Time Series Foundation Model Forecasts
Thomas L Lee, William Toner, Rajkarn Singh, Artjom Joosen, Martin Asenov
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone
Learning Optimal Prompt Ensemble for Multi-source Visual Prompt Transfer
Enming Zhang, Liwen Cao, Yanru Wu, Zhao Zijie, Yang Li
- Published: 12 Jun 2025, Last Modified: 03 Aug 2025
- CoLLAs 2025 - Workshop Track
- Readers: Everyone