kamal

How Approximate Anchored Value Iteration Handles Errors in Decision-Making Models

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:::info Authors: (1) Jongmin Lee, Department of Mathematical Science, Seoul National University; (2) Ernest K. Ryu, Department of Mathematical Science, Seoul National University and Interdisciplinary Program in Artificial Intelligence, Seoul National University. ::: Abstract and 1 Introduction 1.1 Notations and preliminaries 1.2 Prior works 2 Anchored Value Iteration 2.1 Accelerated rate for Bellman consistency operator … Read more

Anc-VI Sets a New Standard for Reinforcement Learning Optimization

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:::info Authors: (1) Jongmin Lee, Department of Mathematical Science, Seoul National University; (2) Ernest K. Ryu, Department of Mathematical Science, Seoul National University and Interdisciplinary Program in Artificial Intelligence, Seoul National University. ::: Abstract and 1 Introduction 1.1 Notations and preliminaries 1.2 Prior works 2 Anchored Value Iteration 2.1 Accelerated rate for Bellman consistency operator … Read more

Why Anc-VI is Crucial for Undiscounted Reinforcement Learning

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:::info Authors: (1) Jongmin Lee, Department of Mathematical Science, Seoul National University; (2) Ernest K. Ryu, Department of Mathematical Science, Seoul National University and Interdisciplinary Program in Artificial Intelligence, Seoul National University. ::: Abstract and 1 Introduction 1.1 Notations and preliminaries 1.2 Prior works 2 Anchored Value Iteration 2.1 Accelerated rate for Bellman consistency operator … Read more

How Anc-VI Helps AI Learn Faster with Optimality Operators

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:::info Authors: (1) Jongmin Lee, Department of Mathematical Science, Seoul National University; (2) Ernest K. Ryu, Department of Mathematical Science, Seoul National University and Interdisciplinary Program in Artificial Intelligence, Seoul National University. ::: Abstract and 1 Introduction 1.1 Notations and preliminaries 1.2 Prior works 2 Anchored Value Iteration 2.1 Accelerated rate for Bellman consistency operator … Read more

Anc-VI Sets New Standards in Speed for Bellman Consistency in Reinforcement Learning

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:::info Authors: (1) Jongmin Lee, Department of Mathematical Science, Seoul National University; (2) Ernest K. Ryu, Department of Mathematical Science, Seoul National University and Interdisciplinary Program in Artificial Intelligence, Seoul National University. ::: Abstract and 1 Introduction 1.1 Notations and preliminaries 1.2 Prior works 2 Anchored Value Iteration 2.1 Accelerated rate for Bellman consistency operator … Read more

Anchored Value Iteration and Its Impact on Bellman Consistency in Reinforcement Learning

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:::info Authors: (1) Jongmin Lee, Department of Mathematical Science, Seoul National University; (2) Ernest K. Ryu, Department of Mathematical Science, Seoul National University and Interdisciplinary Program in Artificial Intelligence, Seoul National University. ::: Abstract and 1 Introduction 1.1 Notations and preliminaries 1.2 Prior works 2 Anchored Value Iteration 2.1 Accelerated rate for Bellman consistency operator … Read more

How Prior Studies Have Advanced Value Iteration and Acceleration in Reinforcement Learning

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:::info Authors: (1) Jongmin Lee, Department of Mathematical Science, Seoul National University; (2) Ernest K. Ryu, Department of Mathematical Science, Seoul National University and Interdisciplinary Program in Artificial Intelligence, Seoul National University. ::: Abstract and 1 Introduction 1.1 Notations and preliminaries 1.2 Prior works 2 Anchored Value Iteration 2.1 Accelerated rate for Bellman consistency operator … Read more

Markov Decision Processes and Value Iteration in Reinforcement Learning

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:::info Authors: (1) Jongmin Lee, Department of Mathematical Science, Seoul National University; (2) Ernest K. Ryu, Department of Mathematical Science, Seoul National University and Interdisciplinary Program in Artificial Intelligence, Seoul National University. ::: Abstract and 1 Introduction 1.1 Notations and preliminaries 1.2 Prior works 2 Anchored Value Iteration 2.1 Accelerated rate for Bellman consistency operator … Read more

A Faster Path to Smarter AI: The New Anc-VI Method

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:::info Authors: (1) Jongmin Lee, Department of Mathematical Science, Seoul National University; (2) Ernest K. Ryu, Department of Mathematical Science, Seoul National University and Interdisciplinary Program in Artificial Intelligence, Seoul National University. ::: Abstract and 1 Introduction 1.1 Notations and preliminaries 1.2 Prior works 2 Anchored Value Iteration 2.1 Accelerated rate for Bellman consistency operator … Read more

The Current State of Crypto Regulation In LatAm

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With 33 countries, over 660 million people, and a combined GDP of over $5.8 trillion, Latin America has emerged as a major player in the crypto industry. In this article, we will look at the diverse crypto regulation environment in Latin America, as well as their immigration laws. Latin American countries are known for their … Read more

Biden admin’s final rule banning Chinese connected cars also bars robotaxi testing on U.S. roads

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The U.S. Department of Commerce announced a final rule Tuesday that would ban the sale or import of connected vehicles from China and Russia due to national security concerns. The rule would also bar Chinese car companies, such as WeRide and Pony AI, from testing self-driving cars on U.S. roads.  “China is trying to dominate … Read more

Inside Meta’s race to beat OpenAI: “We need to learn how to build frontier and win this race”

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Illustration: Nick Barclay / The Verge A major copyright lawsuit against Meta has revealed a trove of internal communications about the company’s plans to develop its open-source AI models, Llama, which include discussions about avoiding “media coverage suggesting we have used a dataset we know to be pirated.” The messages, which were part of a … Read more

Pay Special Attention to Definitions When Solving a Problem

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The Frame Defines the Picture I recently encountered a fascinating graphic puzzle. Trying to solve it brought to mind a concept frequently discussed in problem-solving and critical thinking. The puzzle is shown below. What is your answer? Problem-solving methods span a spectrum from unstructured to highly structured. Some individuals dive straight into the problem, while … Read more

Mastering Effect Programming in JavaScript with Generators and Deno

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In my previous article, I discussed iterators and generators in JavaScript but did not provide any practical examples. With this article, I aim to fill this gap and demonstrate the specific pattern using generators through a simple web application. This article may also be helpful for those looking to understand how redux-saga works. Additionally, I … Read more

Dogecoin, XRP Lead Crypto Rebound, Bitcoin Tops $96K as Traders Await Key Inflation Data

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Crypto prices bounced from Monday’s wipeout with bitcoin (BTC) rising as high as $97,300 on Tuesday as traders eyed the latest batch of U.S. inflation data with more to come tomorrow. The largest crypto’s dip below $90,000 yesterday was quickly bought up on reports that Donald Trump is preparing first-day executive orders benefitting the crypto … Read more

What It Takes for Quantum Computers to Mine Bitcoin Efficiently

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Table of Links Abstract and I. Introduction A. Quantum Bitcoin Mining B. Our Contribution C. Comparison with Related Works D. Conventions II. Background A. Bitcoin Basics B. Bitcoin Security C. Grover’s Search Algorithm D. Quantum Attacks III. Approach A. Algorithm B. Markov Chain C. Assumptions and Approximations IV. Results A. Probability of Success B. Performance … Read more

Good Market Launches No-Code Trading Platform To Address Retail Traders’ $2.1 Trillion Challenge

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LONDON, London, January 14th, 2025/Chainwire/–Good Market, built by fintech veterans from M2 Exchange and Freetrade, introduces a new trading platform that combines AI-driven trading with human-centered design. The platform enters closed beta testing with an initial group of 500+ traders, targeting a significant reduction in emotional trading errors – a key factor in the well-documented … Read more

Nintendo Switch 2 could be announced this week: The rumors (and facts) so far

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With CES 2025 finally in the rearview, it’s time to move on to the next round of big hardware announcements. Rumors have emerged over the last few weeks, pointing to an imminent announcement for the next-generation of Nintendo’s wildly successful hybrid Switch console. In particular, word from industry stalwart Eurogamer (among others) pegs a January … Read more

Koni Stack Partners With Mythical Games To Launch ‘Football Rivals’ On Telegram

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Hanoi, Vietnam, January 14th, 2025/Chainwire/–Koni Stack, the platform that accelerates next-generation Web3 decentralized applications (dApps) with unified, end-to-end solutions, has announced an innovative partnership with Mythical Games to launch Football Rivals, a new toss-up game designed to bring billions of Telegram users into the Polkadot ecosystem. The game is built using Koni Stack’s cutting-edge mini … Read more

Intel spins off its corporate venture arm, Intel Capital, into a standalone fund

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Intel says that it plans to spin off its corporate venture arm, Intel Capital, into a standalone fund, with Intel as an “anchor investor.” In a press release on Tuesday, Intel said that the move will “[enable] greater autonomy” and “the flexibility to attract external capital.” Intel expects Intel Capital to begin operating independently in … Read more

Purple Bitcoin ($PBTC): A Community-Driven Token Designed For Investors And Built For Growth

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NEW YORK CITY, United States, January 14th, 2025, Chainwire/–Purple Bitcoin($PBTC) is an emerging new token set to redefine the digital asset space. Built on the Solana blockchain, PBTC combines Bitcoin’s store-of-value principles with Solana’s cutting-edge blockchain advancements. Its deflationary design and community-focused approach provide a uniquely balanced offering within the cryptocurrency ecosystem.Purple Bitcoin distinguishes itself … Read more

How Do Banks Predict Expected Credit Losses?

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Assessment of Credit Portfolio Reserves is one of the tasks I have worked on extensively throughout my professional practice. It is an interesting and complex challenge, which I will discuss in detail. In this article, I will explain what reserves are and why they are essential for banks, how banks assess reserves, and where machine … Read more