papers • Collectionless AI

img of 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

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 On the Resurgence of Recurrent Models for Long Sequences: Survey

Feb 14, 2024 2 min read

Papers

On the Resurgence of Recurrent Models for Long Sequences: Survey

ArXiv Preprint

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

img of Deep Learning to See: Towards New Foundations of Computer Vision

Apr 26, 2022 2 min read

Papers

Deep Learning to See: Towards New Foundations of Computer Vision

SpringerBriefs in Computer Science 2022

img of Can machines learn to see without visual databases?

Dec 14, 2021 2 min read

Papers

Can machines learn to see without visual databases?

NeurIPS Data-Centric AI (DCAI) Workshop 2021

img of Evaluating continual learning algorithms by generating 3d virtual environments

Aug 19, 2021 2 min read

Papers

Evaluating continual learning algorithms by generating 3d virtual environments

International Workshop on Continual Semi-Supervised Learning (CSSL) 2021

img of Focus of Attention Improves Information Transfer in Visual Features

Dec 10, 2020 2 min read

Papers

Focus of Attention Improves Information Transfer in Visual Features

Neural Information Processing Systems (NeurIPS) 2020

img of Learning in Text Streams: Discovery and Disambiguation of Entity and ...

Nov 2, 2020 2 min read

Papers

Learning in Text Streams: Discovery and Disambiguation of Entity and ...

IEEE Transactions on Neural Networks and Learning Systems 2020