ZeroShape: The Metrics and Evaluation Protocol That We Used

Table of Links Abstract and 1 Introduction 2. Related Work 3. Method and 3.1. Architecture 3.2. Loss and 3.3. Implementation Details 4. Data Curation 4.1. Training Dataset 4.2. Evaluation Benchmark 5. Experiments and 5.1. Metrics 5.2. Baselines 5.3. Comparison to SOTA Methods 5.4. Qualitative Results and 5.5. Ablation Study 6. Limitations and Discussion 7. Conclusion … Read more

Refactoring 021 – Remove Dead Code

Clean up the trash TL;DR: Eliminate unused functions, constants, and “just-in-case” code. Problems Addressed Dead Code Just-in-case code Reduced maintainability Anchor Boats Cognitive Load Related Code Smells https://hackernoon.com/how-to-find-the-stinky-parts-of-your-code-part-ii-o96s3wl4?embedable=true https://hackernoon.com/how-to-find-the-stinky-parts-of-your-code-part-xi-sit35t1?embedable=true https://hackernoon.com/how-to-find-the-stinky-parts-of-your-code-part-xxx?embedable=true Steps Ensure your code has good functional coverage. Identify unused functions and constants by reviewing your code or using static analysis tools. Analyze the added … Read more

Floki Partners With Kings World Cup Nations To Reach 600+ Million Video Views

MIAMI, Florida, December 31st, 2024/Chainwire/–Floki has partnered with the Kings World Cup Nations, a football tournament set to merge traditional football with Esports. This collaboration expands Floki’s presence on the global stage, following its success with Kings League Infojobs in Spain last year. The Kings World Cup Nations, created by Gerard PiquĂ©, will feature 16 … Read more

Research Suggests AI Models Can Deliver More Accurate Diagnoses Without Discrimination

Table of Links Abstract and Introduction Related work Methods 3.1 Positive-sum fairness 3.2 Application Experiments 4.1 Initial results 4.2 Positive-sum fairness Conclusion and References 5 Conclusion In this paper, we presented the notion of positive-sum fairness and argued that larger disparities are not necessarily harmful, as long as it does not come at the expense … Read more

How AI Models Can Detect Lung Conditions Fairly

Table of Links Abstract and Introduction Related work Methods 3.1 Positive-sum fairness 3.2 Application Experiments 4.1 Initial results 4.2 Positive-sum fairness Conclusion and References 4.2 Positive-sum fairness Any classifier which has the exact same overall performance and exact same performance per protected subgroup (race) as the baseline, would be at coordinate (0,0). Any classifier that … Read more

New Findings Show How Positive-Sum Fairness Changes the Performance of Medical AI Models

Table of Links Abstract and Introduction Related work Methods 3.1 Positive-sum fairness 3.2 Application Experiments 4.1 Initial results 4.2 Positive-sum fairness Conclusion and References 4.1 Initial results According to traditional group fairness, in assessing the results of the four models shown in figure 3a one could conclude that: M2 improves the overall performance Our results … Read more

How Good Is PagedAttention at Memory Sharing?

Table of Links Abstract and 1 Introduction 2 Background and 2.1 Transformer-Based Large Language Models 2.2 LLM Service & Autoregressive Generation 2.3 Batching Techniques for LLMs 3 Memory Challenges in LLM Serving 3.1 Memory Management in Existing Systems 4 Method and 4.1 PagedAttention 4.2 KV Cache Manager 4.3 Decoding with PagedAttention and vLLM 4.4 Application … Read more

Real Estate Is a Nightmare Right Now—Can Tokenization Turn It Into a Dream?

The real estate market is facing a critical moment, with affordability at historic lows and accessibility challenges locking out aspiring homeowners and investors. HOME3, a trailblazing platform merging blockchain technology and artificial intelligence (AI), is stepping up to solve these problems through the power of tokenization. By converting real estate assets into digital tokens, HOME3 … Read more

MEXC Concludes Exclusive Supercar Giveaway, Underscores Commitment To Excellence And User Experience

Seychelles, December 31, 2024 – MEXC, a global leader in cryptocurrency trading platforms, has successfully concluded its month-long 2024 Supercar Giveaway event. The event saw overwhelming participation from over 120,000 users worldwide, highlighting MEXC’s strong global presence and broad user base in the cryptocurrency market. The Supercar Giveaway event, which concluded on December 18, 2024, … Read more

The Time to Think In Satoshis Has Come

When I first got involved in the world of Bitcoin, I still remember those clickbait article headlines: “Buy Bitcoin, Get Rich”. In 2024, given the price of Bitcoin, many people who have missed the train so far for various reasons seem discouraged when it comes to getting on board the Bitcoin revolution train. These people … Read more

What Does It Take to Be An Accredited Investor In the Crypto World?

An accredited investor is someone with a certain level of wealth or expertise that allows them to explore special investment opportunities most people can’t access —because they’re legally forbidden for the general public. Think of it as a backstage pass to private investments like startups, venture capital, and hedge funds. To qualify, you usually need … Read more

AI Framework has You Covered on Image-to-Text Workflows

About AnyModal AnyModal is a framework designed to unify multiple “modalities” (such as images, text, or other data) into a single, coherent workflow. Instead of juggling separate libraries or writing custom code to bridge vision and language models, AnyModal provides a structured pipeline where each component—image encoders, tokenizers, language models—can be plugged in without heavy … Read more

The Top 5 Memecoins of 2024 Are Ones You Probably Weren’t Paying Much Attention To

Memecoins are here to stay, even if it’s just for fun and giggles. However, at this point, it’s actually not just for fun, but also for investment. People and companies are buying memecoins, for whatever reason, and that’s causing their prices to go to the moon —a simple cause-and-consequence effect. We can’t say this is … Read more

ZeroShape: The Training Dataset That We Used

Table of Links Abstract and 1 Introduction 2. Related Work 3. Method and 3.1. Architecture 3.2. Loss and 3.3. Implementation Details 4. Data Curation 4.1. Training Dataset 4.2. Evaluation Benchmark 5. Experiments and 5.1. Metrics 5.2. Baselines 5.3. Comparison to SOTA Methods 5.4. Qualitative Results and 5.5. Ablation Study 6. Limitations and Discussion 7. Conclusion … Read more

ZeroShape: Here’s How We Did Our Data Curation

Table of Links Abstract and 1 Introduction 2. Related Work 3. Method and 3.1. Architecture 3.2. Loss and 3.3. Implementation Details 4. Data Curation 4.1. Training Dataset 4.2. Evaluation Benchmark 5. Experiments and 5.1. Metrics 5.2. Baselines 5.3. Comparison to SOTA Methods 5.4. Qualitative Results and 5.5. Ablation Study 6. Limitations and Discussion 7. Conclusion … Read more

The HackerNoon Newsletter: Is OpenAI’s o3 Finally Thinking Like a Human? (12/31/2024)

How are you, hacker? đŸȘ What’s happening in tech today, December 31, 2024? The HackerNoon Newsletter brings the HackerNoon homepage straight to your inbox. On this day, General Motors made $1 billion by selling 5 million vehicles in 1955, Edison’s light bulb is first demonstrated in 1879, Tupolev Tu-144 Took First Flight in 1968, and … Read more

SUI DeSci Agents Launches a Platform To Dubai, United Arab Emirates, Decem Longevity Amid DeSci Boom

DUBAI, United Arab Emirates, December 31st, 2024/Chainwire/–Decentralized Science (DeSci) aims to tackle systemic inefficiencies in traditional scientific research, such as bureaucratic funding processes, underfunded breakthrough opportunities, and limited retail access to longevity investments. SUI Desci Agents, a platform empowering retail audience to invest in longevity research breakthroughs, is poised to become a leading project at … Read more

FLock.io Announces Mainnet Launch And Token Generation Event On Base

LONDON, UK, December 31st, 2024/Chainwire/–FLock.io, the private AI training platform, has announced the official launch of its mainnet on Base. This launch coincides with the Token Generation Event (TGE) for its native token, FLOCK, which will serve as the utility token of the FLock ecosystem by incentivizing and rewarding community participation. The FLOCK token will … Read more

It’s Not You; A Big Chunk of Being a QA IS Defect Localization

A big chunk of being a QA is defect localization. Sure, test design techniques help us choose test scenarios and make things more efficient. But what exactly is defect localization, and how can we make it less painful? Let’s start with the basics Localization is like playing detective: “Where and when did things go wrong?” Without proper … Read more

Is OpenAI’s o3 Finally Thinking Like a Human?

Imagine this: You ask your AI assistant a question, and instead of spitting out a half-baked answer in milliseconds, it pauses. It thinks. It reasons. And then, it delivers a response so well thought-out, it feels almost
human. Sounds futuristic, right? Well, welcome to the o3 model, OpenAI’s latest creation that promises to change the game … Read more

Break Free from Big Tech: Join the Social AI Revolution

🚀 Welcome to the Future of Social Media: Meet Social AI! In a world dominated by tech giants, Social AI is redefining digital interaction. We’re not just another platform; we’re a movement to empower users, challenge Big Tech, and usher in decentralized, AI-driven social networking. Traditional social media giants profit from user data while offering … Read more

Making the Web More Inclusive: Accessibility Testing with open source testing agents

Hey dev community! With the holidays right around the corner, it feels like the perfect time to talk about one of the best gifts we can give our users: an accessible web. Here at TestZeus, we’ve been hard at work adding Accessibility Testing to our open-source Hercules Agent—and I’m super excited to share the details with you! Why Accessibility … Read more

Melting Glaciers Slash Shipping Times—But Come With a Hidden Cost

:::info Authors: (1) Jorge P. Rodrıguez, Instituto de Fiscia Interdisciplinar y Sistemas Complejos (IFISC), CSIC-UIB, 07122 Palma de Mallorca (Spain), CA UNED Illes Balears, 07009 Palma (Spain) and Instituto Mediterraneo de Estudios Avanzados (IMEDEA), CSIC-UIB, 07190 Esporles (Spain); (2) Konstantin Klemm, Instituto de Fısica Interdisciplinar y Sistemas Complejos (IFISC), CSIC-UIB, 07122 Palma de Mallorca (Spain); … Read more

When ML Meets Microservices: Engineering for Scalability and Performance

Introduction Some of the most exciting applications available, from recommendation engines to fraud detection, use machine learning models at their core. As businesses grow and scale, the architecture serving these models must also be scaled to provide optimal performance. Enter microservices – a modern approach to building software that guarantees flexibility, scalability, and reliability. How … Read more

Role of Customer Services in Business Management

Customer service is not just responding to calls and emails. It is the backbone of business management success. Applying to startups to large corporations, good customer dealing promotes growth while creating loyalty and a stronger brand. The better you know them, and fulfil their needs, the more successful you become. Use of positive/warm communication and … Read more

DolphinScheduler and SeaTunnel VS. AirFlow and NiFi

In today’s data-driven era, enterprises face increasingly complex data processing and workflow management needs. Various tools have emerged in the market to meet these needs, among which DolphinScheduler and SeaTunnel are often mentioned alongside AirFlow and NiFi as solutions. This article will delve into comparing these two sets of tools, analyzing them from multiple dimensions … Read more

The TechBeat: The Crypto Industry is Overlooking a Critical Factor in Ensuring Its Success (12/31/2024)

How are you, hacker? đŸȘWant to know what’s trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here. ## The Crypto Industry is Overlooking a Critical Factor in Ensuring Its Success By @kategrizik [ 4 Min read ] To turn … Read more