papers • Collectionless AI

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

Neural Networks (2026)

img of UNaIVERSE: A Peer-To-Peer Network for Human-AI Agents

Nov 23, 2025 2 min read

Papers

UNaIVERSE: A Peer-To-Peer Network for Human-AI Agents

Technical Report

img of Pirates of the RAG: Adaptively Attacking LLMs to Leak Knowledge Bases

Nov 1, 2025 2 min read

Papers

Pirates of the RAG: Adaptively Attacking LLMs to Leak Knowledge Bases

European Conference on Artificial Intelligence (ECAI) 2025

img of Mixed 2D-3D Object Rec for Autonomous Inspection in Industrial Environments

Oct 1, 2025 2 min read

Papers

Mixed 2D-3D Object Rec for Autonomous Inspection in Industrial Environments

IEEE International Conference on AI-ML-Systems (AIML) 2025

img of Perpetual Generation: Online Learning of Linear SSMs from a Single Stream

Sep 1, 2025 2 min read

Papers

Perpetual Generation: Online Learning of Linear SSMs from a Single Stream

International Conference on Artificial Neural Networks (ICANN) 2025

img of LTLZinc: Benchmarking for Continual Learning and NeSy Temporal Reasoning

Aug 1, 2025 2 min read

Papers

LTLZinc: Benchmarking for Continual Learning and NeSy Temporal Reasoning

ArXiv Preprint

img of A NeSy Framework for Sequence Classification with Relational-Temporal Knowledge

Aug 1, 2025 2 min read

Papers

A NeSy Framework for Sequence Classification with Relational-Temporal Knowledge

Int. Joint Conf. on Artificial Intelligence (IJCAI) 2025

img of Collectionless Artificial Intelligence

Jul 1, 2025 2 min read

Papers

Collectionless Artificial Intelligence

arXiv 2023 and International Joint Conference on Neural Networks 2025

img of Continual learning of conjugated visual representations through motion flows

Jul 1, 2025 2 min read

Papers

Continual learning of conjugated visual representations through motion flows

Neural Networks (2025)

img of Generative System Dynamics in Recurrent Neural Networks

Jul 1, 2025 2 min read

Papers

Generative System Dynamics in Recurrent Neural Networks

International Joint Conference on Neural Networks (IJCNN) 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 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