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Ben Goertzel presents How Might Probabilistic Reasoning Emerge from the Brain? Ben Goertzel and Cassio Pennachin of Novamente

 

The topic of this talk, along with an earlier talk by Matthew Ikle Probabilistic Quantifier Logic for General Intelligence: An Indefinite Probabilities Approach will likely be covered in much more detail in a forthcoming (July, 2008) book Probabilistic Logic Networks: A Comprehensive Framework for Uncertain Inference by Ben Goertzel, Matthew Ikle , Izabela Lyon Freire Goertzel, and Ari Heljakka

  

In Technical Session # 7: Neural Network and Brain Modeling

Session Chair: Randal Koene , Laboratory of Computational Neurophysiology, Center for Memory and Brain, Boston University at the The First Conference on Artificial General Intelligence (AGI-08)

 

This room is The Zone, at the FedEx Institute of Technology, University of Memphis. It was a very good venue for this conference.

 

Artificial General Intelligence (AGI) research focuses on the original and ultimate goal of AI -- to create intelligence as a whole, by exploring all available paths, including theoretical and experimental computer science, cognitive science, neuroscience, and innovative interdisciplinary methodologies. AGI is also called Strong AI in the AI community.

 

Another good reference is Artificial General Intelligence : A Gentle Introduction Pei Wang

  

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Not sure what this billboard is about, but I liked it. I got off at London Bridge this morning, so that I could drop off some coats with the Wrap Up London collection there - then walked on to work. Had a really busy day in the office. Nipped over to Specsavers at lunch to book an appointment for Friday, as I keep getting headaches and am pretty sure I must need new glasses.

 

After work I went and got my hair cut. Long overdue but I'm not sure I like it. Oh well, it'll grow eventually....

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Original in comments, merged using AI/neural networks and a vivid painterly style.

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generated by artificial intelligence

 

‘The nervous system is composed of a network of neurons and other supportive cells (such as glial cells). Neurons form functional circuits, each responsible for specific tasks to the behaviors at the organism level.’ [Wikipedia/Neuroscience]

 

Hooded Sweatshirt, Sweatshirt, Long Sleeve T-shirt, T-shirt, Sleeveless T-shirt.

 

Go to online store: www.printfection.com/brainfood-clothing

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A team led by Duygu Kuzum's lab has developed a neuroinspired hardware-software co-design approach that could make neural network training more energy-efficient and faster. Their work could one day make it possible to train neural networks on low-power devices such as smartphones, laptops and embedded devices.

 

Full story: jacobsschool.ucsd.edu/news/news_releases/release.sfe?id=2692

 

Photo credit: David Baillot/UC San Diego Jacobs School of Engineering

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In Creative (Artificial) Intelligence, artist and key researcher Ali Nikrang explores the latest research on artificial intelligence and creativity by asking the question, "Can machines create?". This third episode from the Anniversary Series will be broadcast on June 4 at 6 p.m. on the occasion of the 25th anniversary of the Ars Electronica Futurelab via Ars Electronica Home Delivery. It comments on a controversially discussed hype and examines the methods of creative collaboration between humans and machines.

 

Ali Nikrang illuminates the creative potential of algorithms and reveals surprising possibilities for constructive collaboration with the user. He explains important basics from the field of artificial intelligence: What A Ghost Dreams Of is an AI that generates deep fakes from images of museum visitors that are indistinguishable from real portraits. The language model GPT-2 (OpenAI) also uses the creativity of an artificial intelligence to create text with credible content.

However, using his AI-based music composition system Ricercar, the MuseNet composition Mahler Unfinished, and Sounding Letters – an AI that translates letters into a musical composition – Ali Nikrang demonstrates that it is still human creativity that differentiates analog from digitally generated work.

 

Photo:

Denise Hirtenfelder

 

Credits:

What a ghost dreams of – h.o.

AI System: John Brumley

Surveillance Application: Hiroshi Chigira

Technical Direction: Hiroshi Chigira, John Brumley, Taizo Zushi

Art Direction, Concept: Hideaki Ogawa, John Brumley, Hiroshi

Chigira, Emiko Ogawa, Taizo Zushi

Eye Blinks Editing / Directing: Martina Sochor

Eye Blinks Cinematography: Jonatan Salgado Romero

Eye Blinks Model: Andressa Miyazato

Photography: Florian Voggeneder

Face Photo Booth: Ali Nikrang

This project utilizes the AI algorithm StyleGAN (Karras et al. 2018)

About h.o: www.howeb.org/about

ars.electronica.art/center/de/what-a-ghost-dreams-of/

 

GPT-2: Sprachfelder

Ars Electronica Futurelab: Florian Berger, Ali Nikrang

GPT-2 (Alec Radford et al. 2019)

 

Mahler-Unfinished

Orchestra: Bruckner Orchestra Linz, principal conductor: Markus Poschner

Artificial Intelligence: MuseNet by OpenAI, Christine M. Payne

Ars Electronica Futurelab: Ali Nikrang, Peter Freudling, Stefan Mittlböck, Roland Aigner

Live Visualizations: Akiko Nakayama

ars.electronica.art/futurelab/de/projects-mahler-unfinished/

 

Ricercar & Sounding Letters

Ali Nikrang

ars.electronica.art/futurelab/de/fie-ricercar/

In Creative (Artificial) Intelligence, artist and key researcher Ali Nikrang explores the latest research on artificial intelligence and creativity by asking the question, "Can machines create?". This third episode from the Anniversary Series will be broadcast on June 4 at 6 p.m. on the occasion of the 25th anniversary of the Ars Electronica Futurelab via Ars Electronica Home Delivery. It comments on a controversially discussed hype and examines the methods of creative collaboration between humans and machines.

 

Ali Nikrang illuminates the creative potential of algorithms and reveals surprising possibilities for constructive collaboration with the user. He explains important basics from the field of artificial intelligence: What A Ghost Dreams Of is an AI that generates deep fakes from images of museum visitors that are indistinguishable from real portraits. The language model GPT-2 (OpenAI) also uses the creativity of an artificial intelligence to create text with credible content.

However, using his AI-based music composition system Ricercar, the MuseNet composition Mahler Unfinished, and Sounding Letters – an AI that translates letters into a musical composition – Ali Nikrang demonstrates that it is still human creativity that differentiates analog from digitally generated work.

 

Photo showing: Ali Nikrang

 

Photo:

Denise Hirtenfelder

 

Credits:

What a ghost dreams of – h.o.

AI System: John Brumley

Surveillance Application: Hiroshi Chigira

Technical Direction: Hiroshi Chigira, John Brumley, Taizo Zushi

Art Direction, Concept: Hideaki Ogawa, John Brumley, Hiroshi

Chigira, Emiko Ogawa, Taizo Zushi

Eye Blinks Editing / Directing: Martina Sochor

Eye Blinks Cinematography: Jonatan Salgado Romero

Eye Blinks Model: Andressa Miyazato

Photography: Florian Voggeneder

Face Photo Booth: Ali Nikrang

This project utilizes the AI algorithm StyleGAN (Karras et al. 2018)

About h.o: www.howeb.org/about

ars.electronica.art/center/de/what-a-ghost-dreams-of/

 

GPT-2: Sprachfelder

Ars Electronica Futurelab: Florian Berger, Ali Nikrang

GPT-2 (Alec Radford et al. 2019)

 

Mahler-Unfinished

Orchestra: Bruckner Orchestra Linz, principal conductor: Markus Poschner

Artificial Intelligence: MuseNet by OpenAI, Christine M. Payne

Ars Electronica Futurelab: Ali Nikrang, Peter Freudling, Stefan Mittlböck, Roland Aigner

Live Visualizations: Akiko Nakayama

ars.electronica.art/futurelab/de/projects-mahler-unfinished/

 

Ricercar & Sounding Letters

Ali Nikrang

ars.electronica.art/futurelab/de/fie-ricercar/

I ran one of my Manarola photos through the Neural Network and it turned it into a pretty futuristic SciFi version of Manarola.

In Creative (Artificial) Intelligence, artist and key researcher Ali Nikrang explores the latest research on artificial intelligence and creativity by asking the question, "Can machines create?". This third episode from the Anniversary Series will be broadcast on June 4 at 6 p.m. on the occasion of the 25th anniversary of the Ars Electronica Futurelab via Ars Electronica Home Delivery. It comments on a controversially discussed hype and examines the methods of creative collaboration between humans and machines.

 

Ali Nikrang illuminates the creative potential of algorithms and reveals surprising possibilities for constructive collaboration with the user. He explains important basics from the field of artificial intelligence: What A Ghost Dreams Of is an AI that generates deep fakes from images of museum visitors that are indistinguishable from real portraits. The language model GPT-2 (OpenAI) also uses the creativity of an artificial intelligence to create text with credible content.

However, using his AI-based music composition system Ricercar, the MuseNet composition Mahler Unfinished, and Sounding Letters – an AI that translates letters into a musical composition – Ali Nikrang demonstrates that it is still human creativity that differentiates analog from digitally generated work.

 

Photo showing: Ali Nikrang

 

Photo:

Denise Hirtenfelder

 

Credits:

What a ghost dreams of – h.o.

AI System: John Brumley

Surveillance Application: Hiroshi Chigira

Technical Direction: Hiroshi Chigira, John Brumley, Taizo Zushi

Art Direction, Concept: Hideaki Ogawa, John Brumley, Hiroshi

Chigira, Emiko Ogawa, Taizo Zushi

Eye Blinks Editing / Directing: Martina Sochor

Eye Blinks Cinematography: Jonatan Salgado Romero

Eye Blinks Model: Andressa Miyazato

Photography: Florian Voggeneder

Face Photo Booth: Ali Nikrang

This project utilizes the AI algorithm StyleGAN (Karras et al. 2018)

About h.o: www.howeb.org/about

ars.electronica.art/center/de/what-a-ghost-dreams-of/

 

GPT-2: Sprachfelder

Ars Electronica Futurelab: Florian Berger, Ali Nikrang

GPT-2 (Alec Radford et al. 2019)

 

Mahler-Unfinished

Orchestra: Bruckner Orchestra Linz, principal conductor: Markus Poschner

Artificial Intelligence: MuseNet by OpenAI, Christine M. Payne

Ars Electronica Futurelab: Ali Nikrang, Peter Freudling, Stefan Mittlböck, Roland Aigner

Live Visualizations: Akiko Nakayama

ars.electronica.art/futurelab/de/projects-mahler-unfinished/

 

Ricercar & Sounding Letters

Ali Nikrang

ars.electronica.art/futurelab/de/fie-ricercar/

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Iterated compositions of the output of a connectionist model.

#FLOWERS4U #flower #floralfriday #flowerpower #flowerpics #flowerphotography #blom #lule #ծաղիկ #gül #кветка #ফুল #цвете #flor #花 #cvijet #květina #blomst #bloem #lill #bulaklak #kukka #fleur #ყვავილების #Blume #λουλούδι #ફૂલ #flè #फूल #virág #blóm #bunga #bláth #fiore #花 #ಹೂವು #ផ្កា #꽃 #ດອກ #florem #zieds #gėlė #цвет #fjura #blomst #kwiat #floare #цветок #kvetina #cvet #maua #blomma #மலர் #పువ్వు #ดอกไม้ #çiçek #квітка #hoa #blodau #wâbigin #nature #aard #natyrë #բնություն #təbiət #natura #প্রকৃতি #priroda #природа #naturalesa #kinaiyahan #chikhalidwe #大自然 #příroda #natur #natuur #loodus #kalikasan #luonto #natureza #ბუნება #natur #φύση #પ્રકૃતિ #yanayi #प्रकृति #természet #eðli #alam #nádúr #natura #自然 #ಪ್ರಕೃತಿ #табиғат #ធម្មជាតិ #자연 #ລັກສະນະ #daba #pobūdis #природата #പ്രകൃതി #निसर्ग #သဘာဝ #प्रकृति #natură #природа #narava #naturaleza #табиат #இயல்பு #ప్రకృతి #ธรรมชาติ #doğa #tabiat #натура #flowerstagram #flowerlovers #bloomsofinstagram #florallove #flowerpower #flowerbeauty #flowerphotography #petalperfection #floraladdict #flowergarden #bloomingbeauty #flowermagic #floral_perfection #flowersmakemehappy #floweraddiction #flowerfields #floralobsession #floralwonder #flowerlife #floraldesign #floweroftheday #flowergram #flowerlove #floralfix #flowerheaven #flowerart #floralinspiration #flower_daily #floraldecor #flowertherapy #AI_MAIN #ArtificialIntelligence #MachineLearning #DeepLearning #AI #NeuralNetworks #DataScience #BigData#Tech #Innovation #AIArtistry #ArtificialArt #MachineArt #AIgenerativeart #ArtificialVision #NeuralArt #Cyberart #SyntheticDesign #DigitalPainting #AlgorithmicPainting #GeneratedArt #RoboticDesign #AIinspiredart #ArtificialInspiration #DataVisualization #TechDesign #ArtificialExpression #ArtificialBeauty #ArtificialBrilliance #TheArtOfMachine #AIInnovationInArt #AiArt #ArtificialIntelligence #MachineLearning #DeepLearning #NeuralNetworks #ArtificialCreativity #DigitalArt #GenerativeArt #TechArt #CyberpunkArt #FuturisticArt #RoboticArt #AIgenerated #SyntheticArt #CodeArt #DataArt #AlgorithmicArt #ArtificialImagination #TheArtofAI #AIandArt #AIinArt #ArteDeInteligenciaArtificial #ArteDeAprendizajeAutomatico #ArteDeAprendizajeProfundo #ArteDeRedesNeuronales #ArteDeCreatividadArtificial #ArteDigital #ArteGenerativo #ArteTecnológico #ArteCyberpunk #ArteFuturista #ArteRobótico #ArteGeneradoPorIA #ArteSintético #ArteDeCódigo #ArteDeDatos #ArteAlgorítmico #ImaginaciónArtificial #ElArteDeLaIA #InnovaciónEnElArteDeIA #ArteEInteligenciaArtificial #ArteInnovadorDeIA #ArtificialIntelligenceArt #ArtIntelligenceArtificielle #MachineArt #ArtMachine #DeepLearningArt #ArtApprentissageProfond #NeuralNetworksArt #ArtReseauxNeurones #ArtCréativitéArtificielle #CréativitéNumérique #ArtGénératif #ArtTech #ArtCyberpunk #ArtFuturiste #ArtRobotique #ArtGénéréparIA #DesignSynthétique #ArtCode #ArtDeDonnées #ArtAlgorithmique #ImaginationArtificielle #ArtEtIA #KünstlicheIntelligenzKunst #KIkunst #MaschinellesLernenKunst #MLKunst #TiefesLernenKunst #DLKunst #NeuronaleNetzeKunst #NNKunst #KünstlicheKreativität #Digitalekunst #GenerativeKunst #TechKunst #CyberpunkKunst #Zukunftskunst #RoboterKunst #IAgenerierteKunst #SynthetischeKunst #CodeKunst #DatenKunst #AlgorithmenKunst #KünstlicheImagination #KunstUndKI #人工知能アート #機械学習アート #深層学習アート #ニューラルネットワークアート #人工クリエイティブアート #デジタルアート #ジェネレーティブアート #テクノロジーアート #サイバーパンクアート #未来アート #ロボットアート #人工知能生成アート #シンセティックアート #コードアート #データアート #アルゴリズムアート #人工想像アート #人工知能とアート #人工知能革新アート #ArteDeInteligenciaArtificial #ArteDeAprendizajeAutomatico #ArteDeAprendizajeProfundo #ArteDeRedesNeuronales #ArteDeCreatividadArtificial #ArteDigital #ArteGenerativo #ArteTecnológico #ArteCyberpunk #ArteFuturista #ArteRobótico #ArteGeneradoPorIA #ArteSintético #ArteDeCódigo #ArteDeDatos #ArteAlgorítmico #ImaginaciónArtificial #ElArteDeLaIA #InnovaciónEnElArteDeIA #ArteEInteligenciaArtificial #ArteInnovadorDeIA

AI Generated Image

In Creative (Artificial) Intelligence, artist and key researcher Ali Nikrang explores the latest research on artificial intelligence and creativity by asking the question, "Can machines create?". This third episode from the Anniversary Series will be broadcast on June 4 at 6 p.m. on the occasion of the 25th anniversary of the Ars Electronica Futurelab via Ars Electronica Home Delivery. It comments on a controversially discussed hype and examines the methods of creative collaboration between humans and machines.

 

Ali Nikrang illuminates the creative potential of algorithms and reveals surprising possibilities for constructive collaboration with the user. He explains important basics from the field of artificial intelligence: What A Ghost Dreams Of is an AI that generates deep fakes from images of museum visitors that are indistinguishable from real portraits. The language model GPT-2 (OpenAI) also uses the creativity of an artificial intelligence to create text with credible content.

However, using his AI-based music composition system Ricercar, the MuseNet composition Mahler Unfinished, and Sounding Letters – an AI that translates letters into a musical composition – Ali Nikrang demonstrates that it is still human creativity that differentiates analog from digitally generated work.

 

Photo showing: Ali Nikrang

 

Photo:

Denise Hirtenfelder

 

Credits:

What a ghost dreams of – h.o.

AI System: John Brumley

Surveillance Application: Hiroshi Chigira

Technical Direction: Hiroshi Chigira, John Brumley, Taizo Zushi

Art Direction, Concept: Hideaki Ogawa, John Brumley, Hiroshi

Chigira, Emiko Ogawa, Taizo Zushi

Eye Blinks Editing / Directing: Martina Sochor

Eye Blinks Cinematography: Jonatan Salgado Romero

Eye Blinks Model: Andressa Miyazato

Photography: Florian Voggeneder

Face Photo Booth: Ali Nikrang

This project utilizes the AI algorithm StyleGAN (Karras et al. 2018)

About h.o: www.howeb.org/about

ars.electronica.art/center/de/what-a-ghost-dreams-of/

 

GPT-2: Sprachfelder

Ars Electronica Futurelab: Florian Berger, Ali Nikrang

GPT-2 (Alec Radford et al. 2019)

 

Mahler-Unfinished

Orchestra: Bruckner Orchestra Linz, principal conductor: Markus Poschner

Artificial Intelligence: MuseNet by OpenAI, Christine M. Payne

Ars Electronica Futurelab: Ali Nikrang, Peter Freudling, Stefan Mittlböck, Roland Aigner

Live Visualizations: Akiko Nakayama

ars.electronica.art/futurelab/de/projects-mahler-unfinished/

 

Ricercar & Sounding Letters

Ali Nikrang

ars.electronica.art/futurelab/de/fie-ricercar/

Blue linen embroidered with a pyramidal neuron as illustrated by Santiago Ramon y Cajal.

In Creative (Artificial) Intelligence, artist and key researcher Ali Nikrang explores the latest research on artificial intelligence and creativity by asking the question, "Can machines create?". This third episode from the Anniversary Series will be broadcast on June 4 at 6 p.m. on the occasion of the 25th anniversary of the Ars Electronica Futurelab via Ars Electronica Home Delivery. It comments on a controversially discussed hype and examines the methods of creative collaboration between humans and machines.

 

Ali Nikrang illuminates the creative potential of algorithms and reveals surprising possibilities for constructive collaboration with the user. He explains important basics from the field of artificial intelligence: What A Ghost Dreams Of is an AI that generates deep fakes from images of museum visitors that are indistinguishable from real portraits. The language model GPT-2 (OpenAI) also uses the creativity of an artificial intelligence to create text with credible content.

However, using his AI-based music composition system Ricercar, the MuseNet composition Mahler Unfinished, and Sounding Letters – an AI that translates letters into a musical composition – Ali Nikrang demonstrates that it is still human creativity that differentiates analog from digitally generated work.

 

Photo showing: Ali Nikrang

 

Photo:

Denise Hirtenfelder

 

Credits:

What a ghost dreams of – h.o.

AI System: John Brumley

Surveillance Application: Hiroshi Chigira

Technical Direction: Hiroshi Chigira, John Brumley, Taizo Zushi

Art Direction, Concept: Hideaki Ogawa, John Brumley, Hiroshi

Chigira, Emiko Ogawa, Taizo Zushi

Eye Blinks Editing / Directing: Martina Sochor

Eye Blinks Cinematography: Jonatan Salgado Romero

Eye Blinks Model: Andressa Miyazato

Photography: Florian Voggeneder

Face Photo Booth: Ali Nikrang

This project utilizes the AI algorithm StyleGAN (Karras et al. 2018)

About h.o: www.howeb.org/about

ars.electronica.art/center/de/what-a-ghost-dreams-of/

 

GPT-2: Sprachfelder

Ars Electronica Futurelab: Florian Berger, Ali Nikrang

GPT-2 (Alec Radford et al. 2019)

 

Mahler-Unfinished

Orchestra: Bruckner Orchestra Linz, principal conductor: Markus Poschner

Artificial Intelligence: MuseNet by OpenAI, Christine M. Payne

Ars Electronica Futurelab: Ali Nikrang, Peter Freudling, Stefan Mittlböck, Roland Aigner

Live Visualizations: Akiko Nakayama

ars.electronica.art/futurelab/de/projects-mahler-unfinished/

 

Ricercar & Sounding Letters

Ali Nikrang

ars.electronica.art/futurelab/de/fie-ricercar/

experiment compositing evotree and nervous states images

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Un gruppo di alberi di montagna in Nevada, Gennaio 2004 - A group of mountain trees in Nevada, Jan. 2004

the.science-The.Sea.And.I__denial.of.service©2017

generated by artificial intelligence

 

Pictures made with Stable Diffusion

 

the.science-The.Sea.And.I__denial.of.service©2017

Neural Network

Vitreous tiles, wooden beads, ceramic beads, glass, piece of a computer motherboard

16" x 17"

This piece represents a minuscule fraction of neural networks of the brain. A piece of a computer motherboard serves as the external stimulus which combines with preexisting neural networks and neurotransmitters to make sense of life.

All experiences in life are about taking the systematic information and creating unified meaningful connections that define us who we are.

In this image, Duncan Rawlinson brilliantly blurs the lines between photography and modern AI-powered image generation tools to produce a visually captivating portrayal of OpenAI's ChatGPT.

 

Rawlinson starts with his signature photographic method, leveraging his prowess in capturing the nuances of his subjects. His choice of the Phase One XF IQ4 150MP Camera ensures an unmatched level of detail, a testament to his commitment to quality.

 

From this photographic foundation, Rawlinson skillfully transitions to the digital art realm. The AI's "head" and its complex neural network are not captured through the lens, but through the precise and calculated application of AI image generation tools. These tools allow him to visualize an abstract concept like a neural network, converting it into tangible lines and nodes, interweaving through the AI's head.

 

The creation process is thus a symbiotic dance between high-resolution photography and AI-driven digital art. Rawlinson marries the tactile realism of photography with the boundless possibilities of AI-powered graphic design. The result is a unique hybrid image, demonstrating how AI can be used as an artistic tool to bring abstract concepts to life.

 

By creating the image in his signature style, Rawlinson adds a layer of artistic interpretation to the AI's representation. He invites the viewer to appreciate not only the AI's intricate complexity but also the novel way in which traditional photography can be elevated by modern AI tools. This image stands as a testament to the intersection of art, technology, and human creativity.

 

Duncan.co/synthetic-intellect-a-visual-ode

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