Mathematics of Differential Machine Learning in Derivative Pricing and Hedging: Choice of Basis

Table of Links Abstract Keywords and 2. Introduction Set up From Classical Results into Differential Machine Learning 4.1 Risk Neutral Valuation Approach 4.2 Differential Machine learning: building the loss function Example: Digital Options Choice of Basis 6.1 Limitations of the Fixed-basis 6.2 Parametric Basis: Neural Networks Simulation-European Call Option 7.1 Black-Scholes 7.2 Hedging Experiment 7.3 … Read more

Constructing Loss Functions for Differential Machine Learning in Derivative Pricing

Table of Links Abstract Keywords and 2. Introduction Set up From Classical Results into Differential Machine Learning 4.1 Risk Neutral Valuation Approach 4.2 Differential Machine learning: building the loss function Example: Digital Options Choice of Basis 6.1 Limitations of the Fixed-basis 6.2 Parametric Basis: Neural Networks Simulation-European Call Option 7.1 Black-Scholes 7.2 Hedging Experiment 7.3 … Read more

A Theoretical and Practical Framework for Differential Machine Learning in Derivative Pricing

:::info Author: (1) Pedro Duarte Gomes, Department of Mathematics, University of Copenhagen. ::: Table of Links Abstract Keywords and 2. Introduction Set up From Classical Results into Differential Machine Learning 4.1 Risk Neutral Valuation Approach 4.2 Differential Machine learning: building the loss function Example: Digital Options Choice of Basis 6.1 Limitations of the Fixed-basis 6.2 … Read more

Your smart home questions, answered

There are a couple of universal truths about the smart home. Yes, you will come to treat your robot vacuum like a member of the family, and no, you cannot escape the fact that there will always be one light that doesn’t turn on even though there’s simply no reason it won’t. These are just … Read more

Amazon is building Alexa Plus into its Music app

Amazon Music users with access to Alexa Plus can tap the “a” symbol to start making requests. Amazon is using Alexa Plus to bring new AI capabilities to its Music streaming service. Starting today, customers in the Alexa Plus Early Access beta will be able to access the generative AI assistant within the Amazon Music … Read more

Will AI Influencers and Brand Bot Rule Social Media Marketing in 2026?

AI influencers and brand bots are becoming a major force in marketing, offering brands full control, scalability, and 24/7 engagement. Backed by case studies (like Samsung and Renault) and growing tech, they are shifting from novelty to norm. By 2026, expect hybrid human-AI teams to dominate, despite consumer trust and regulatory challenges. This isn’t a … Read more

Tech companies don’t care that students use their AI agents to cheat

AI companies know that children are the future – of their business model. The industry doesn’t hide their attempts to hook the youth on their products through well-timed promotional offers, discounts, and referral programs. “Here to help you through finals,” OpenAI said during a giveaway of ChatGPT Plus to college students. Students get free yearlong … Read more

A Practical Guide to Scaling Real-Time Video Infrastructure

:::info This is part 3 of the series: Demystifying Real-Time Video: A Practical Guide to FFmpeg & MediaMTX ::: Introduction: The Scale Problem You’ve built something impressive. Your streaming service securely ingests camera feeds, authenticates users with JWT tokens, and delivers low-latency video to browsers. It works beautifully on your development machine and even handles … Read more

Building Secure AI Pipelines with Privacy-by-Design

Generative AI is redefining how organizations analyze information, automate insights, and make decisions. Yet this progress introduces new privacy challenges: every AI query, model call, or integration can expose sensitive data if not carefully controlled. Many platforms route internal or customer information through external models, creating risks of data leakage and regulatory violations. The goal … Read more

When Miners and Validators Go Rogue: Some Bad Cases

Crypto networks promote themselves as decentralized, and in our heads, that could be equated to unstoppable, uncensorable, and free (as in freedom). However, that’s not always the case. In reality, most distributed ledgers have some middlemen, especially as miners and “validators,” and they can go rogue, sometimes. This means they can do a certain number … Read more

The “Dumb Home” is Returning

Ours is an era of interconnectedness, where refrigerators can reorder groceries, doorbells stream 4K videos to our phones wherever we are, and light bulbs change colors with the touch of a button. All this technology in our homes has generated a quiet rebellion of people who feel they have had enough of the relentless infiltration … Read more

Mevolaxy Launches Mobile App And Announces Record Payouts

Los Angeles, USA, November 4th, 2025/Chainwire/–Mevolaxy, a US-based mevstake platform, has released an intuitive mobile app to provide an easy solution for users who prefer managing their assets on the go. Additionally, the company announced that the latest investor payouts have set another record after the one set in June. These two developments highlight Mevolaxy’s … Read more

GrantiX Brings $1.57 Trillion Impact-Investing Market On-Chain Through AI-Powered SocialFi Platform

Dubai, United Arab Emirates, November 3rd, 2025/Chainwire/–GrantiX, the world’s first sustainable, multi-chain impact platform bridging traditional charities with blockchain donors, announced the upcoming launch of its mainnet ecosystem, uniting the $1.57 trillion impact-investing market with the transparency and scalability of Web3. Built on Arbitrum and designed to be blockchain-agnostic, GrantiX enables users to fund and … Read more

How a bunch of hackers freed the Kinect from the Xbox

In 2010, when Microsoft unveiled the Kinect, it pitched the camera as a revolutionary new gaming device. Swing an imaginary lightsaber and that would be translated onscreen. Throw a football and it would be caught on your TV. Fifteen years later, we know the Kinect as an expensive failure. Microsoft overestimated the demand for playing … Read more

Tea-Fi Redefines DeFi: One SuperApp. Infinite Yield. Powered by $TEA

Hong-Kong, Hong Kong SAR, November 3rd, 2025/Chainwire/–Tea-Fi, the all-in-one DeFi SuperApp, is setting a new benchmark for the future of DeFi by merging simplicity, scalability, and sustainability into one seamless experience. With over a million connected wallets, $650+ million in transaction volume, and over 20 million on-chain interactions, Tea-Fi is proving that DeFi can be … Read more