papers • Collectionless AI

img of Continual learning of conjugated visual representations through motion flows

Neural Networks (2025)

img of The KANDY benchmark: Incremental neuro-symbolic learning with Kandinsky patterns

Jun 5, 2025 2 min read

Papers

The KANDY benchmark: Incremental neuro-symbolic learning with Kandinsky patterns

Machine Learning (2025)

img of Back to recurrent processing at the crossroad of transformers and SSMs

May 15, 2025 2 min read

Papers

Back to recurrent processing at the crossroad of transformers and SSMs

Nature Machine Intelligence 2025

img of Stability of State and Costate Dynamics in Continuous Time RNNs

Apr 23, 2025 2 min read

Papers

Stability of State and Costate Dynamics in Continuous Time RNNs

European Symposium on Artificial Neural Networks, CI and ML (ESANN) 2025

img of Task-Incremental Learning on Long Text Sequences

Dec 5, 2024 2 min read

Papers

Task-Incremental Learning on Long Text Sequences

Italian Conference on Computational Linguistics (CLiC-it) 2024

img of Bridging Continual Learning of Motion and Self-Supervised Representations

Oct 21, 2024 2 min read

Papers

Bridging Continual Learning of Motion and Self-Supervised Representations

European Conference on Artificial Intelligence (ECAI) 2024

img of Pitfalls in Processing Infinite-Length Sequences with Popular Approaches ...

Oct 10, 2024 2 min read

Papers

Pitfalls in Processing Infinite-Length Sequences with Popular Approaches ...

IAPR Workshop in Artificial Neural Networks in Pattern Recognition (ANNPR) 2024

img of A Unified Framework for Neural Computation and Learning Over Time

Sep 18, 2024 2 min read

Papers

A Unified Framework for Neural Computation and Learning Over Time

Technical Report (arXiv) - under review

img of A new perspective on optimizers: leveraging moreau-yosida approx. in learning

Sep 18, 2024 2 min read

Papers

A new perspective on optimizers: leveraging moreau-yosida approx. in learning

Intelligenza Artificiale

Aug 22, 2024 2 min read

Papers

Continual Neural Computation

European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) 2024

Aug 18, 2024 1 min read

Papers

An Introduction to Cognidynamics

ArXiv Preprint 2024

img of Tomorrow Brings Greater Knowledge: LLMs Join Dynamic Temporal Knowledge Graphs

Aug 2, 2024 2 min read

Papers

Tomorrow Brings Greater Knowledge: LLMs Join Dynamic Temporal Knowledge Graphs

Conference on Lifelong Learning Agents (CoLLAs) 2024

img of Memory Head for Pre-Trained Backbones in Continual Learning

Aug 2, 2024 2 min read

Papers

Memory Head for Pre-Trained Backbones in Continual Learning

Conference on Lifelong Learning Agents (CoLLAs) 2024

img of Continual Learning for Unsupervised Concept Bottleneck Discovery

Aug 1, 2024 2 min read

Papers

Continual Learning for Unsupervised Concept Bottleneck Discovery

Conference on Lifelong Learning Agents (CoLLAs) 2024

img of State-Space Modeling in Long Sequence Processing: A Survey ... Transformer Era

Jun 13, 2024 2 min read

Papers

State-Space Modeling in Long Sequence Processing: A Survey ... Transformer Era

ArXiv Preprint

img of Neural Time-Reversed Generalized Riccati Equation

Feb 20, 2024 2 min read

Papers

Neural Time-Reversed Generalized Riccati Equation

Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI-24) 2024

img of Toward Novel Optimizers: A Moreau-Yosida View of Gradient-Based Learning

Nov 2, 2023 2 min read

Papers

Toward Novel Optimizers: A Moreau-Yosida View of Gradient-Based Learning

International Conference of the Italian Association for Artificial Intelligence (AIxIA) 2023

img of Collectionless Artificial Intelligence

Sep 13, 2023 1 min read

Papers

Collectionless Artificial Intelligence

ArXiv Preprint 2023

img of Continual Learning with Pretrained Backbones by Tuning in the Input Space

Jun 18, 2023 2 min read

Papers

Continual Learning with Pretrained Backbones by Tuning in the Input Space

International Joint Conference on Neural Networks (IJCNN) 2023

Mar 17, 2023 2 min read

Papers

Foveated Neural Computation

European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) 2022

img of Continual Learning through Hamilton Equations

Aug 25, 2022 2 min read

Papers

Continual Learning through Hamilton Equations

Conference on Lifelong Learning Agents (CoLLAs) 2022

img of Continual unsupervised learning for optical flow estimation with deep networks

Aug 22, 2022 2 min read

Papers

Continual unsupervised learning for optical flow estimation with deep networks

Conference on Lifelong Learning Agents (CoLLAs) 2022

img of Partime: Scalable and parallel processing over time with deep neural networks

Aug 22, 2022 2 min read

Papers

Partime: Scalable and parallel processing over time with deep neural networks

IEEE International Conference on Machine Learning and Applications (ICMLA) 2022

img of Stochastic Coherence Over Attention Trajectory For Continuous Learning In Videos

Jul 19, 2022 2 min read

Papers

Stochastic Coherence Over Attention Trajectory For Continuous Learning In Videos

International Joint Conferences on Artificial Intelligence Organization (IJCAI) 2022