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Quantum Computing4 min read791 words

🤖 AI Evaluation - Predictive and Explanatory Models

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🤖 AI Evaluation - Predictive and Explanatory Models

This article discusses a new paper evaluating AI models beyond simple scoring systems on test sets, focusing on predictive and explanatory capabilities for improved performance on new tasks.

Key Points:

• AI evaluation needs to move beyond simple scoring metrics.

• Predictive evaluation assesses performance on unseen data.

• Explanatory evaluation clarifies how and why the model behaves as it does.

• This approach allows for better understanding and improvement of AI models.

🔗 Resources:

Leverhulme Centre for Future Intelligence ↗ - Research center

Lexin Zhou ↗ - Lead researcher

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🚀 Sports News - Seahawks Acquire Sam Darnold

This article reports on Sam Darnold's signing with the Seattle Seahawks, a three-year deal valued at nearly $100 million, replacing Geno Smith.

Key Points:

• Sam Darnold is the new quarterback for the Seattle Seahawks.

• He signed a three-year contract worth approximately $100 million.

• Darnold was considered the favorite to acquire the position.

• The trade replaces Geno Smith.

🔗 Resources:

RapSheet ↗ - NFL insider

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🤖 Video Generation - VideoPhy-2

This article announces VideoPhy-2, a new model designed to assess the physical realism of generated videos depicting real-world actions.

Key Points:

• VideoPhy-2 evaluates the physical accuracy of generated videos.

• The model assesses real-world actions in generated videos.

• It aims to advance the capabilities of video generative models.

• This helps bridge the gap towards general purpose physical world simulators.

🔗 Resources:

Ajitesh Shukla ↗ - Researcher

hbXNov ↗ - Researcher

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🤖 Quantum Computing - Modeling Abstract Quantum Gravity

This article describes an experiment modeling aspects of abstract quantum gravity using twistor theory on IBM's 127-qubit quantum computer and Qiskit.

Key Points:

• The experiment uses twistor theory to model quantum gravity.

• IBM's 127-qubit ibm_kyoto quantum computer is utilized.

• Qiskit is used for quantum circuit construction.

• The experiment aims to advance understanding of quantum gravity.

🔗 Resources:

IBM ↗ - Quantum computing hardware

Qiskit ↗ - Quantum computing software

Comanche Tippie ↗ - Researcher

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💡 Educational Resources - Quantum Computing Course Recordings

This article provides links to video recordings of a quantum computing course.

Key Points:

• Four parts of a quantum computing course are available.

• Videos are hosted on YouTube.

• The course covers various aspects of quantum computing.

🔗 Resources:

• Part 1: https://youtu.be/MRfYlgl2HW0 ↗

• Part 2: https://youtu.be/RqgjlOATAYw ↗

• Part 3: https://youtu.be/ALBAWmed32U ↗

• Part 4: https://youtu.be/tXRovRnNpD4 ↗

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🚀 Tools - Python Trend Finder Tool

This article describes a step-by-step guide to building a trend finder tool using Python, incorporating web scraping, NLP, and visualization techniques.

Key Points:

• The tool uses Python for development.

• Web scraping is used to gather data.

• NLP techniques, including sentiment analysis and topic modeling, are employed.

• Word cloud visualization is used for representation.

🔗 Resources:

Guide ↗ - Detailed instructions

QuantumBytz ↗ - Telegram Channel


💡 Opinion - Medical Research Funding and Antisemitism

This article expresses skepticism about claims linking the reduction of medical research grants at Columbia University to combating antisemitism.

Key Points:

• The connection between grant reductions and antisemitism is questioned.

• Lack of evidence for ethical requested steps is cited.

• Concerns about broader research cuts are raised.


🚀 AI - Safe Superintelligence Inc.

This article discusses Ilya Sutskever's new startup, Safe Superintelligence Inc., and its potential for a novel scaling paradigm beyond large language models.

Key Points:

• Safe Superintelligence Inc. is exploring a new approach to AI scaling.

• The approach shows early signs of promise.

• It may represent a third scaling paradigm, potentially outside LLMs.

🔗 Resources:

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🤖 Transformer Models - Depth and Reasoning Capabilities

This article summarizes a preprint examining the relationship between the depth of transformer models and their reasoning capabilities.

Key Points:

• A small increase in depth significantly improves transformers' expressive power.

• The research suggests that deeper transformers are more effective for reasoning.

• This finding encourages further research on looped transformers.

🔗 Resources:

Ashish Vaswani ↗ - Co-author

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✨ Quantum Industry - Vicki Potter's Journey

This article highlights the career of Vicki Potter, Chief HR Officer at Oxford Instruments, within the quantum industry.

Key Points:

• Focuses on the career of Vicki Potter in the quantum industry.

• Showcases her leadership role at Oxford Instruments.

• Reflects on the importance of women in quantum technology.

🔗 Resources:

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Written by Drix10

Co founder @ PartPilot | 1 x Acquired Founder | Canopy @ f.inc | Cybersec @ DSU | 2x International Hackathon 🏆. Read more on drix10.com.