Delta-NAS: Difference of Architecture Encoding for Predictor-based Evolutionary Neural Architecture Search

Delta-NAS: Difference of Architecture Encoding for Predictor-based Evolutionary Neural Architecture Search

arXiv:2411.14498v1 Announce Type: new Abstract: Neural Architecture Search (NAS) continues to serve a key roll in the design and development of neural networks for task specific deployment. Modern NAS techniques struggle to deal with ever increasing search space complexity and compute cost constraints. Existing approaches can be categorized into two buckets: fine-grained computational expensive NAS and coarse-grained low cost NAS. Our objective is to craft an algorithm with the capability to perform fine-grain NAS at a low cost. We propose projecting the problem to a lower dimensional space through predicting the difference in accuracy of a pair of similar networks.…
Read More
Popular LLMs Amplify Race and Gender Disparities in Human Mobility

Popular LLMs Amplify Race and Gender Disparities in Human Mobility

arXiv:2411.14469v1 Announce Type: new Abstract: As large language models (LLMs) are increasingly applied in areas influencing societal outcomes, it is critical to understand their tendency to perpetuate and amplify biases. This study investigates whether LLMs exhibit biases in predicting human mobility -- a fundamental human behavior -- based on race and gender. Using three prominent LLMs -- GPT-4, Gemini, and Claude -- we analyzed their predictions of visitations to points of interest (POIs) for individuals, relying on prompts that included names with and without explicit demographic details. We find that LLMs frequently reflect and amplify existing societal biases. Specifically, predictions…
Read More
Using AI for Real-Time Customer Sentiment Tracking

Using AI for Real-Time Customer Sentiment Tracking

Traditional methods for tracking customer sentiments, such as CSAT (Customer Satisfaction Score) and NPS (Net Promoter Score) surveys, have significant limitations. While these approaches provide useful insights into customer sentiment, they cannot accurately capture all emotional reactions and deep experiences. As a result, companies often miss crucial data that could influence their strategies. Artificial Intelligence (AI) offers powerful tools for a more precise analysis of customer feedback and interactions, enabling businesses to gain a more comprehensive understanding of customer behavior and emotions, and make better-informed decisions. Challenges of Traditional Analysis Methods Quantitative surveys like CSAT and NPS are industry standards…
Read More
Marimo Emerges From Stealth To Debut Its Python Notebook

Marimo Emerges From Stealth To Debut Its Python Notebook

(CG_dmitriy/Shutterstock) Marimo has emerged from stealth with $5 million in seed funding. The startup has launched an open-source Python notebook designed to provide developers with a tool that is reproducible and Git-friendly. It can also be deployed for production as a web app and executed as a script.  The seed funding round was led by Anthony Goldbloom (ex-Kaggle, Sumble) and Shyam Mani of AIX Ventures, with participation from Jeff Dean (Google), Clement Delangue (HuggingFace), and other notable investors.  Python has been the dominant language in AI. In October 2024, it overtook JavaScript as the most used language in GitHub. As…
Read More
Poor Valuation Practices Have Slowed Innovation

Poor Valuation Practices Have Slowed Innovation

Consider a simple truth: Professional investing requires understanding value. If you cannot understand the value of an asset, and how it appreciates over time, you will not invest in it. At one point in time, this understanding was the “moat” for venture capital firms. Those that could see value where others couldn’t were able to make decisions that resulted in outsized returns. Consider the investors who recognized the potential for online marketplaces in 1997, the space industry in 2002, or crypto in 2012. Over the past decade there has been such an incredible boom in software investment that it has…
Read More
Why you don’t overfit, and don’t need Bayes if you only train for one epoch

Why you don’t overfit, and don’t need Bayes if you only train for one epoch

arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them. Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs. Source link lol
Read More
Cybertruck’s Many Recalls Make It Worse Than 91 Percent of All 2024 Vehicles

Cybertruck’s Many Recalls Make It Worse Than 91 Percent of All 2024 Vehicles

Aftermarket prices might soften further as Tesla is now starting to deliver a new $79,990 model to reservation holders. Not that there’s any longer much need to place reservations—North American Tesla stores now accept walk-in orders for Cybertrucks, with delivery two or three weeks later. “I am calling it: Original reservation list is basically finished,” said reservationist BayouCityBob on a Cybertruck owners forum last month. Tesla had claimed to have banked more than one million $100 pre-launch reservations for the Cybertruck.“I was thinking I have to wait a couple of [years] before my time comes,” MC1987 responded to BayouCityBob, citing…
Read More
U-Motion: Learned Point Cloud Video Compression with U-Structured Motion Estimation

U-Motion: Learned Point Cloud Video Compression with U-Structured Motion Estimation

arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them. Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs. Source link lol
Read More
No widgets found. Go to Widget page and add the widget in Offcanvas Sidebar Widget Area.