Category: Allgemein
Financial Market Applications of LLMs
The AI revolution drove frenzied investment in both private and public companies and captured the public’s imagination in 2023. Transformational consumer products like ChatGPT are powered...
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Command R+
Update August 30, 2024: We’ve released updated versions of Command R and R+. This post is an update on what I’ve been up to since I...
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A Brief Overview of Gender Bias in AI
AI models reflect, and often exaggerate, existing gender biases from the real world. It is important to quantify such biases present in models in order to...
WeiterlesenMamba Explained
The State Space Model taking on Transformers Right now, AI is eating the world. And by AI, I mean Transformers. Practically all the big breakthroughs in...
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Car-GPT: Could LLMs finally make self-driving cars happen?
In 1928, London was in the middle of a terrible health crisis, devastated by bacterial diseases like pneumonia, tuberculosis, and meningitis. Confined in sterile laboratories, scientists...
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Do text embeddings perfectly encode text?
The rise of the vector database As a result of the rapid advancement of generative AI in recent years, many companies are rushing to integrate AI...
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True Zero-shot MT
Little over a week ago, Gemini 1.5 reported close to human-level performance on MTOB, a recent challenging translation dataset. In this post, we’ll dig into this result, explore true...
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Why Doesn’t My Model Work?
Have you ever trained a model you thought was good, but then it failed miserably when applied to real world data? If so, you’re in good...
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Thoughts on the 2024 AI Job Market
It’s crazy how the AI and NLP landscape has evolved over the last five years. 5 years ago, around the time I finished my PhD, if...
WeiterlesenTech Innovations Revolutionizing Dental Cleanings
Introduction In the ever-evolving landscape of oral healthcare, technological innovations are reshaping the way we approach dental cleanings. This comprehensive guide takes a closer look at...
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The Big Picture of AI Research
More papers on AI are published than ever before but each paper tends to only present its part of the picture—and it becomes difficult to recognize the...
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Deep learning for single-cell sequencing: a microscope to see the diversity of cells
The history of each living being is written in its genome, which is stored as DNA and present in nearly every cell of the body. No...
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NLP Research in the Era of LLMs
NLP research has undergone a paradigm shift over the last year. A range of large language models (LLMs) has validated the unreasonable effectiveness of scale. Currently,...
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Salmon in the Loop
One of the most fascinating problems that a computer scientist may be lucky enough to encounter is a complex sociotechnical problem in a field going through...
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EMNLP 2023 Primer
EMNLP 2023, one of the biggest NLP conferences takes place this week from Dec 6–10 in Singapore. In this post, I’ll discuss a selection of exciting...
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NeurIPS 2023 Primer
NeurIPS 2023, arguably this year’s biggest AI conference takes place in two weeks from Dec 10–16 in New Orleans. 3586 papers were accepted to the conference, which are available...
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An Overview of Instruction Tuning Data
NLP and ML have gone through several phases of how models are trained in recent years. With the arrival of pre-trained models such as BERT, fine-tuning...
WeiterlesenWhen is Diwali and what does the festival celebrate?
The global festival of lights lasts five days.
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Neural algorithmic reasoning
In this article, we will talk about classical computation: the kind of computation typically found in an undergraduate Computer Science course on Algorithms and Data Structures...
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Images of the Mass Kidnapping of Israelis by Hamas
More accounts are emerging of kidnappings, rapes, and torture committed by Hamas terrorists against Israeli civilians. So far, at least 150 Israelis, most of them apparently...
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The Artificiality of Alignment
This essay first appeared in Reboot. Credulous, breathless coverage of “AI existential risk” (abbreviated “x-risk”) has reached the mainstream. Who could have foreseen that the smallcaps...
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An Introduction to the Problems of AI Consciousness
Once considered a forbidden topic in the AI community, discussions around the concept of AI consciousness are now taking center stage, marking a significant shift since...
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Modular Deep Learning
This post gives a brief overview of modularity in deep learning. For a more in-depth review, refer to our survey. For modular fine-tuning for NLP, check...
WeiterlesenA conversation with Kevin Scott: What’s next in AI
The post A conversation with Kevin Scott: What’s next in AI appeared first on The AI Blog.
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The State of Multilingual AI
Models that allow interaction via natural language have become ubiquitious. Research models such as BERT and T5 have become much more accessible while the latest generation...
WeiterlesenFrom Hot Wheels to handling content: How brands are using Microsoft AI to be more productive and imaginative
The post From Hot Wheels to handling content: How brands are using Microsoft AI to be more productive and imaginative appeared first on The AI Blog.
WeiterlesenMicrosoft open sources its ‘farm of the future’ toolkit
The post Microsoft open sources its ‘farm of the future’ toolkit appeared first on The AI Blog.
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Student Loan Breach Exposes 2.5M Records
2.5 million people were affected, in a breach that could spell more trouble down the line.
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Watering Hole Attacks Push ScanBox Keylogger
Researchers uncover a watering hole attack likely carried out by APT TA423, which attempts to plant the ScanBox JavaScript-based reconnaissance tool.
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Tentacles of ‘0ktapus’ Threat Group Victimize 130 Firms
Over 130 companies tangled in sprawling phishing campaign that spoofed a multi-factor authentication system.
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Ransomware Attacks are on the Rise
Lockbit is by far this summer’s most prolific ransomware group, trailed by two offshoots of the Conti group.
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Cybercriminals Are Selling Access to Chinese Surveillance Cameras
Tens of thousands of cameras have failed to patch a critical, 11-month-old CVE, leaving thousands of organizations exposed.
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Twitter Whistleblower Complaint: The TL;DR Version
Twitter is blasted for security and privacy lapses by the company’s former head of security who alleges the social media giant’s actions amount to a national...
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Firewall Bug Under Active Attack Triggers CISA Warning
CISA is warning that Palo Alto Networks’ PAN-OS is under active attack and needs to be patched ASAP.
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Fake Reservation Links Prey on Weary Travelers
Fake travel reservations are exacting more pain from the travel weary, already dealing with the misery of canceled flights and overbooked hotels.
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iPhone Users Urged to Update to Patch 2 Zero-Days
Separate fixes to macOS and iOS patch respective flaws in the kernel and WebKit that can allow threat actors to take over devices and are under...
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Google Patches Chrome’s Fifth Zero-Day of the Year
An insufficient validation input flaw, one of 11 patched in an update this week, could allow for arbitrary code execution and is under active attack.
WeiterlesenHow data and AI will transform contact centres for financial services
The post How data and AI will transform contact centres for financial services appeared first on The AI Blog.
WeiterlesenAI-equipped drones study dolphins on the edge of extinction
The post AI-equipped drones study dolphins on the edge of extinction appeared first on The AI Blog.
WeiterlesenOnline math tutoring service uses AI to help boost students’ skills and confidence
The post Online math tutoring service uses AI to help boost students’ skills and confidence appeared first on The AI Blog.
WeiterlesenAI-Mimi is building inclusive TV experiences for Deaf and Hard of Hearing user in Japan
The post AI-Mimi is building inclusive TV experiences for Deaf and Hard of Hearing user in Japan appeared first on The AI Blog.
WeiterlesenMicrosoft’s framework for building AI systems responsibly
The post Microsoft’s framework for building AI systems responsibly appeared first on The AI Blog.
WeiterlesenSingapore develops Asia’s first AI-based mobile app for shark and ray fin identification to combat illegal wildlife trade
The post Singapore develops Asia’s first AI-based mobile app for shark and ray fin identification to combat illegal wildlife trade appeared first on The AI Blog.
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ACL 2022 Highlights
ACL 2022 took place in Dublin from 22nd–27th May 2022. This was my first in-person conference since ACL 2019. This is also my first conference highlights...
WeiterlesenThe opportunity at home – can AI drive innovation in personal assistant devices and sign language?
The post The opportunity at home – can AI drive innovation in personal assistant devices and sign language? appeared first on The AI Blog.
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ML and NLP Research Highlights of 2021
Credit for the title image: Liu et al. (2021) 2021 saw many exciting advances in machine learning (ML) and natural language processing (NLP). In this post,...
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Biden Won Big With a Bad Hand
Senator Joe Manchin of West Virginia is taking heat for sinking, at least for the moment, the Biden administration’s Build Back Better Act. But before pointing...
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How Do Democrats Recover From This?
Every Democratic activist, strategist, and lawmaker in America has spent at least a brief moment this fall staring at the ceiling in desperation, probably thinking to...
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Trump’s Big Border Wall Is Now a Pile of Rusting Steel
Tens of thousands of heavy steel slats, once destined to become part of former President Donald Trump’s border wall, are slowly rusting in the open air...
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What Joe Manchin’s ‘No’ Means for Biden’s Agenda
The Build Back Better Act is dead. Long live the Build Back Better Act? With a few short sentences on Fox News, Senator Joe Manchin today...
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Multi-domain Multilingual Question Answering
This post expands on the EMNLP 2021 tutorial on Multi-domain Multilingual Question Answering. The tutorial was organised by Avi Sil and me. In this post, I...
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If Democrats Can Lose in Virginia, They Can Lose Almost Anywhere
LOUDOUN COUNTY, Va.—The beer was flowing, the handmade potato chips were self-serve, and hope was in the air. Early in the night, the Loudoun County Democrats...
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The Massive Progressive Dark-Money Group You’ve Never Heard Of
In a trendy co-working space in Washington, D.C.’s Dupont Circle—where people wear Chucks and fuss about fancy coffee—lies the progressive movement’s empire of political cash. Over...
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Best Practices for Building the AI Development Platform in Government
By John P. Desmond, AI Trends Editor The AI stack defined by Carnegie Mellon University is fundamental to the approach being taken by the US Army...
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Advance Trustworthy AI and ML, and Identify Best Practices for Scaling AI
By John P. Desmond, AI Trends Editor Advancing trustworthy AI and machine learning to mitigate agency risk is a priority for the US Department of Energy...
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Promise and Perils of Using AI for Hiring: Guard Against Data Bias
By AI Trends Staff While AI in hiring is now widely used for writing job descriptions, screening candidates, and automating interviews, it poses a risk of wide...
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Predictive Maintenance Proving Out as Successful AI Use Case
By John P. Desmond, AI Trends Editor More companies are successfully exploiting predictive maintenance systems that combine AI and IoT sensors to collect data that anticipates...
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Novelty In The Game Of Go Provides Bright Insights For AI And Autonomous Vehicles
By Lance Eliot, the AI Trends Insider We already expect that humans to exhibit flashes of brilliance. It might not happen all the time, but the act itself...
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Getting Government AI Engineers to Tune into AI Ethics Seen as Challenge
By John P. Desmond, AI Trends Editor Engineers tend to see things in unambiguous terms, which some may call Black and White terms, such as a...
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Digital Natives Seen Having Advantages as Part of Government AI Engineering Teams
By John P. Desmond, AI Trends Editor AI is more accessible to young people in the workforce who grew up as ‘digital natives’ with Alexa and...
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How Accountability Practices Are Pursued by AI Engineers in the Federal Government
By John P. Desmond, AI Trends Editor Two experiences of how AI developers within the federal government are pursuing AI accountability practices were outlined at the AI World Government event held...
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Startup: AssemblyAI Represents New Generation Speech Recognition
By AI Trends Staff Advances in the AI behind speech recognition are driving growth in the market, attracting venture capital and funding startups, posing challenges to...
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Pursuit of Autonomous Cars May Pose Risk of AI Tapping Forbidden Knowledge
By Lance Eliot, the AI Trends Insider Are there things that we must not know? This is an age-old question. Some assert that there is the potential...
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The Simplest Fix to America’s Rent Problem
In an obscure but public meeting last week, local and federal housing officials discussed a controversial idea that could transform U.S housing policy: What if the...
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Kyrsten Sinema Isn’t Hitting the Panic Button
’Tis the season of Kyrsten Sinema. The wig-wearing triathlete senator from Arizona has quickly become one of the most hated figures in present-day American politics. She’s...
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The New Question Haunting Adoption
Ever since I entered what can generously be called my “mid-30s,” doctors have asked about my pregnancy plans at every appointment. Because I’m career-minded and generally...
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The Hypocrisy of the Anti-vax Patriot
Molly didn’t feel particularly patriotic as she said goodbye to her husband, a Navy doctor, early one morning in September. He was leaving on his second...
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The Abortion Backup Plan No One Is Talking About
Updated at 6 p.m. ET on October 15, 2021 So many states have restricted access to abortion so severely that people in large swaths of the...
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The House of Representatives Is Failing American Democracy
In the fight over if and when a vote on the bipartisan infrastructure bill would take place and whether it would be tied to a vote...
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Is There Another Reason Biden Likes Boosters?
Scientists don’t agree on whether approving COVID-19 boosters for certain non-elderly Americans, as the CDC did recently, was the right move. The president, the CDC, and...
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What We Lost When Gannett Came to Town
Photographs by KC McGinnis The grain elevator exploded on a cool April morning in 1987, six years before I was born. My father was testing a...
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The Myth That Democracies Bungled the Pandemic
The idea that dictatorships get things done while democracies dither has an ancient provenance and enduring appeal. When times were tough in the ancient Roman republic,...
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The Conservatives Dreading—And Preparing for—Civil War
Updated at 4 p.m. ET on October 5, 2021 “Let me start big. The mission of the Claremont Institute is to save Western civilization,” says Ryan...
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Transforming America With a One-Vote Majority
The Democrats, you may have heard, are in disarray. President Joe Biden’s approval ratings have sunk to new lows, and his expansive economic agenda is stalled...
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Rubio: I’m Not Sure We’re Better Off Than We Were Under Trump
Editor’s Note: This article is part of our coverage of The Atlantic Festival. Learn more and watch festival sessions here. Despite the whirlwind in Washington this...
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Trump May Not Have to Steal 2024
Are constitutionally committed Americans doing all they can to prevent a pro-Trump plot to pervert the 2024 election? Maybe not. But along with that question, here’s...
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A Support Group for the Unwoke
Helen Pluckrose is a former academic who became famous for pranking the academy. Three years ago Pluckrose, who previously researched medieval religious writing, joined with the...
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Where’s the Cheap Beef?
Grocery prices are rising. Meat prices are rising more than most other grocery prices. Beef prices are rising more than most other meat prices. But on...
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Not Getting Vaccinated to Own Your Fellow Libs
Conspiracy theorists who discount the safety and efficacy of COVID-19 vaccines and other public-health mandates are often portrayed in the media as right-wing. That’s for good...
WeiterlesenUnderstanding Convolutions on Graphs
Understanding the building blocks and design choices of graph neural networks.
WeiterlesenA Gentle Introduction to Graph Neural Networks
What components are needed for building learning algorithms that leverage the structure and properties of graphs?
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Challenges and Opportunities in NLP Benchmarking
Over the last years, models in NLP have become much more powerful, driven by advances in transfer learning. A consequence of this drastic increase in performance...
WeiterlesenAdversarial Reprogramming of Neural Cellular Automata
Reprogramming Neural CA to exhibit novel behaviour, using adversarial attacks.
WeiterlesenWeight Banding
Weights in the final layer of common visual models appear as horizontal bands. We investigate how and why.
WeiterlesenBranch Specialization
When a neural network layer is divided into multiple branches, neurons self-organize into coherent groupings.
WeiterlesenMultimodal Neurons in Artificial Neural Networks
We report the existence of multimodal neurons in artificial neural networks, similar to those found in the human brain.
WeiterlesenSelf-Organising Textures
Neural Cellular Automata learn to generate textures, exhibiting surprising properties.
WeiterlesenVisualizing Weights
We present techniques for visualizing, contextualizing, and understanding neural network weights.
WeiterlesenCurve Circuits
Reverse engineering the curve detection algorithm from InceptionV1 and reimplementing it from scratch.
WeiterlesenHigh-Low Frequency Detectors
A family of early-vision neurons reacting to directional transitions from high to low spatial frequency.
WeiterlesenNaturally Occurring Equivariance in Neural Networks
Neural networks naturally learn many transformed copies of the same feature, connected by symmetric weights.
WeiterlesenUnderstanding RL Vision
With diverse environments, we can analyze, diagnose and edit deep reinforcement learning models using attribution.
WeiterlesenCommunicating with Interactive Articles
Examining the design of interactive articles by synthesizing theory from disciplines such as education, journalism, and visualization.
WeiterlesenThread: Differentiable Self-organizing Systems
A collection of articles and comments with the goal of understanding how to design robust and general purpose self-organizing systems.
WeiterlesenSelf-classifying MNIST Digits
Training an end-to-end differentiable, self-organising cellular automata for classifying MNIST digits.
WeiterlesenExploring Bayesian Optimization
How to tune hyperparameters for your machine learning model using Bayesian optimization.
WeiterlesenAn Overview of Early Vision in InceptionV1
An overview of all the neurons in the first five layers of InceptionV1, organized into a taxonomy of ‘neuron groups.’
WeiterlesenVisualizing Neural Networks with the Grand Tour
By focusing on linear dimensionality reduction, we show how to visualize many dynamic phenomena in neural networks.
WeiterlesenThread: Circuits
What can we learn if we invest heavily in reverse engineering a single neural network?
WeiterlesenZoom In: An Introduction to Circuits
By studying the connections between neurons, we can find meaningful algorithms in the weights of neural networks.
WeiterlesenGrowing Neural Cellular Automata
Training an end-to-end differentiable, self-organising cellular automata model of morphogenesis, able to both grow and regenerate specific patterns.
WeiterlesenVisualizing the Impact of Feature Attribution Baselines
Exploring the baseline input hyperparameter, and how it impacts interpretations of neural network behavior.
WeiterlesenComputing Receptive Fields of Convolutional Neural Networks
Detailed derivations and open-source code to analyze the receptive fields of convnets.
WeiterlesenThe Paths Perspective on Value Learning
A closer look at how Temporal Difference Learning merges paths of experience for greater statistical efficiency
WeiterlesenA Discussion of ‘Adversarial Examples Are Not Bugs, They Are Features’
Six comments from the community and responses from the original authors
WeiterlesenA Discussion of ‘Adversarial Examples Are Not Bugs, They Are Features’: Adversarial Example Researchers Need to Expand What is Meant by ‘Robustness’
The main hypothesis in Ilyas et al. (2019) happens to be a special case of a more general principle that is commonly accepted in the robustness...
WeiterlesenA Discussion of ‘Adversarial Examples Are Not Bugs, They Are Features’: Robust Feature Leakage
An example project using webpack and svelte-loader and ejs to inline SVGs
WeiterlesenA Discussion of ‘Adversarial Examples Are Not Bugs, They Are Features’: Two Examples of Useful, Non-Robust Features
An example project using webpack and svelte-loader and ejs to inline SVGs
WeiterlesenA Discussion of ‘Adversarial Examples Are Not Bugs, They Are Features’: Adversarially Robust Neural Style Transfer
An experiment showing adversarial robustness makes neural style transfer work on a non-VGG architecture
WeiterlesenA Discussion of ‘Adversarial Examples Are Not Bugs, They Are Features’: Adversarial Examples are Just Bugs, Too
Refining the source of adversarial examples
WeiterlesenA Discussion of ‘Adversarial Examples Are Not Bugs, They Are Features’: Learning from Incorrectly Labeled Data
Section 3.2 of Ilyas et al. (2019) shows that training a model on only adversarial errors leads to non-trivial generalization on the original test set. We...
WeiterlesenOpen Questions about Generative Adversarial Networks
What we’d like to find out about GANs that we don’t know yet.
WeiterlesenA Visual Exploration of Gaussian Processes
How to turn a collection of small building blocks into a versatile tool for solving regression problems.
WeiterlesenVisualizing memorization in RNNs
Inspecting gradient magnitudes in context can be a powerful tool to see when recurrent units use short-term or long-term contextual understanding.
WeiterlesenActivation Atlas
By using feature inversion to visualize millions of activations from an image classification network, we create an explorable activation atlas of features the network has learned...
WeiterlesenAI Safety Needs Social Scientists
If we want to train AI to do what humans want, we need to study humans.
WeiterlesenDifferentiable Image Parameterizations
A powerful, under-explored tool for neural network visualizations and art.
WeiterlesenFeature-wise transformations
A simple and surprisingly effective family of conditioning mechanisms.
WeiterlesenThe Building Blocks of Interpretability
Interpretability techniques are normally studied in isolation. We explore the powerful interfaces that arise when you combine them — and the rich structure of this combinatorial...
WeiterlesenUsing Artificial Intelligence to Augment Human Intelligence
By creating user interfaces which let us work with the representations inside machine learning models, we can give people new tools for reasoning.
WeiterlesenSequence Modeling with CTC
A visual guide to Connectionist Temporal Classification, an algorithm used to train deep neural networks in speech recognition, handwriting recognition and other sequence problems.
WeiterlesenWhy Momentum Really Works
We often think of optimization with momentum as a ball rolling down a hill. This isn’t wrong, but there is much more to the story.
WeiterlesenResearch Debt
Science is a human activity. When we fail to distill and explain research, we accumulate a kind of debt…
WeiterlesenExperiments in Handwriting with a Neural Network
Several interactive visualizations of a generative model of handwriting. Some are fun, some are serious.
WeiterlesenDeconvolution and Checkerboard Artifacts
When we look very closely at images generated by neural networks, we often see a strange checkerboard pattern of artifacts.
WeiterlesenHow to Use t-SNE Effectively
Although extremely useful for visualizing high-dimensional data, t-SNE plots can sometimes be mysterious or misleading.
WeiterlesenAttention and Augmented Recurrent Neural Networks
A visual overview of neural attention, and the powerful extensions of neural networks being built on top of it.
WeiterlesenTen things from the week
1. BBC Proms In the last week of the Proms there have been some particularly noteworthy concerts and celebrations. Kirsty Young talked to BBC news about...
WeiterlesenA change to the BBC HD channels on satellite on 27 September
Alix Pryde, Director, BBC Distribution blogs on changes to the BBC HD channels This fantastic picture (courtesy of SES) shows satellite Astra 1N during testing. As...
WeiterlesenFocus on Africa
Jamie Angus, senior commissioner for BBC Global news, blogs on how the BBC’s expansion of its services in Africa benefits licence-fee payers in the UK as...
WeiterlesenFocus on Africa
Jamie Angus, senior commissioner for BBC Global news, blogs on how the BBC’s expansion of its services in Africa benefits licence-fee payers in the UK as...
WeiterlesenTen things from this week
Welcome to our regular series of posts rounding-up news, blogs and videos from about the BBC over the past week. We look back on past events...
WeiterlesenEdinburgh TV Festival 2012 ‘Meet the Controller’ session with Richard Klein & 2013 BBC Four preview
I’m currently at Edinburgh where I’m taking part in a Meet the Controller panel session with Muriel Gray. Looking back on 2012, we’ve celebrated BBC Four’s...
WeiterlesenEdinburgh TV Festival 2012 ‘Meet the Controller’ session with Zai Bennett & 2013 BBC Three preview
The Media Guardian Edinburgh International Television Festival has kicked off and it’s one of the few times in the year when the TV community takes time...
WeiterlesenEdinburgh TV Festival 2012 ‘Meet the Controller’ session with Janice Hadlow & 2013 BBC Two drama preview
I’m in Edinburgh at the moment for my ‘Meet the Controller’ session at the Television Festival. It’s presented an opportunity to look back at 2012 on...
WeiterlesenMaking Planet Dinosaur – Ultimate Killers in 3D
Nigel Paterson is series producer for Planet Dinosaur. Here he blogs about what was involved in making the 3D version of BBC One’s award-winning Planet...
WeiterlesenHow does the BBC use RIPA?
Editor’s Note – Sian Healey is Head of Communications and Policy for TV Licensing. In this post she writes about the BBC’s use of RIPA –...
WeiterlesenWhere to watch the Last Night of the Proms in 3D
For the first time ever, the Last Night of the Proms will be screened live in 3D in selected Odeon cinemas on Saturday 8 September. Eight...
WeiterlesenMaking the second series of BBC Three’s Our War
The second series of BBC Three’s documentary Our War starts on Monday 20 August at 9.00pm. In the audio interview above About the BBC blog producer...
WeiterlesenTen things from this week
This is the first in a regular series of posts rounding-up news, blogs and videos from about the BBC over the past week, looking back on...
WeiterlesenOlympics 2012: Viewing figures, online statistics & video catch-up
Over on the BBC Internet Blog, Head of product for BBC Sport and London 2012 Cait O’Riordan has written about the ‘BBC’s digital Olympics’, providing detail...
WeiterlesenBBC Pensions interim funding check
Today, the BBC Pension Trustees have published their interim funding check on the pension scheme. I would encourage all members of the pension scheme to read...
WeiterlesenA thank-you to our staff and audiences
As a once-in-a-lifetime broadcasting moment draws to a close, I want to pay tribute to every single person in the BBC who has helped to bring...
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