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Fractal AI: A fragile theory of intelligence

7 code implementations13 Mar 2018

Fractal AI is a theory for general artificial intelligence.

Atari Games Reinforcement Learning

Accelerating Inverse Learning via Intelligent Localization with Exploratory Sampling

1 code implementation2 Dec 2022

In the scope of "AI for Science", solving inverse problems is a longstanding challenge in materials and drug discovery, where the goal is to determine the hidden structures given a set of desirable properties.

Drug Discovery

AnalogGenie: A Generative Engine for Automatic Discovery of Analog Circuit Topologies

1 code implementation28 Feb 2025

Yet, applying generative AI techniques to accelerate the design of analog ICs remains a significant challenge due to critical domain-specific issues, such as the lack of a comprehensive dataset and effective representation methods for analog circuits.

GenSC-6G: A Prototype Testbed for Integrated Generative AI, Quantum, and Semantic Communication

1 code implementation17 Jan 2025

We introduce a prototyping testbed, GenSC-6G, developed to generate a comprehensive dataset that supports the integration of generative artificial intelligence (AI), quantum computing, and semantic communication for emerging sixth-generation (6G) applications.

Semantic Communication

Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine Learning

1 code implementation22 Jan 2023

Quantum gates constitute the building blocks of gate-based quantum hardware and form circuits that can be used for quantum computations.

Explainable Artificial Intelligence (XAI) Quantum Machine Learning

Virtual Reality for Understanding Artificial-Intelligence-driven Scientific Discovery with an Application in Quantum Optics

1 code implementation20 Feb 2024

Thereby, we can manually discover new generalizations of AI-discoveries as well as new understanding in experimental quantum optics.

scientific discovery

A Quantum Natural Language Processing Approach to Musical Intelligence

2 code implementations10 Nov 2021

In particular, we are importing methods from the Distributional Compositional Categorical (DisCoCat) modelling framework for Natural Language Processing (NLP), motivated by musical grammars.

NCoder -- A Quantum Field Theory approach to encoding data

1 code implementation1 Feb 2024

In this paper we present a novel approach to interpretable AI inspired by Quantum Field Theory (QFT) which we call the NCoder.

AI-Assisted Rapid Crystal Structure Generation Towards a Target Local Environment

1 code implementation9 Jun 2025

In the field of material design, traditional crystal structure prediction approaches require extensive structural sampling through computationally expensive energy minimization methods using either force fields or quantum mechanical simulations.

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