Sony Pixel Power calrec Sony

You Transformed the World,' NVIDIA CEO Tells Researchers Behind Landmark AI Paper

21/03/2024

Of GTC's 900+ sessions, the most wildly popular was a conversation hosted by NVIDIA founder and CEO Jensen Huang with seven of the authors of the legendary research paper that introduced the aptly named transformer - a neural network architecture that went on to change the deep learning landscape and enable today's era of generative AI.

Everything that we're enjoying today can be traced back to that moment, Huang said to a packed room with hundreds of attendees, who heard him speak with the authors of Attention Is All You Need.

Sharing the stage for the first time, the research luminaries reflected on the factors that led to their original paper, which has been cited more than 100,000 times since it was first published and presented at the NeurIPS AI conference. They also discussed their latest projects and offered insights into future directions for the field of generative AI.

While they started as Google researchers, the collaborators are now spread across the industry, most as founders of their own AI companies.

We have a whole industry that is grateful for the work that you guys did, Huang said.

From L to R: Lukasz Kaiser, Noam Shazeer, Aidan Gomez, Jensen Huang, Llion Jones, Jakob Uszkoreit, Ashish Vaswani and Illia Polosukhin. Origins of the Transformer Model The research team initially sought to overcome the limitations of recurrent neural networks, or RNNs, which were then the state of the art for processing language data.

Noam Shazeer, cofounder and CEO of Character.AI, compared RNNs to the steam engine and transformers to the improved efficiency of internal combustion.

We could have done the industrial revolution on the steam engine, but it would just have been a pain, he said. Things went way, way better with internal combustion.

Now we're just waiting for the fusion, quipped Illia Polosukhin, cofounder of blockchain company NEAR Protocol.

The paper's title came from a realization that attention mechanisms - an element of neural networks that enable them to determine the relationship between different parts of input data - were the most critical component of their model's performance.

We had very recently started throwing bits of the model away, just to see how much worse it would get. And to our surprise it started getting better, said Llion Jones, cofounder and chief technology officer at Sakana AI.

Having a name as general as transformers spoke to the team's ambitions to build AI models that could process and transform every data type - including text, images, audio, tensors and biological data.

That North Star, it was there on day zero, and so it's been really exciting and gratifying to watch that come to fruition, said Aidan Gomez, cofounder and CEO of Cohere. We're actually seeing it happen now.

Packed house at the San Jose Convention Center. Envisioning the Road Ahead Adaptive computation, where a model adjusts how much computing power is used based on the complexity of a given problem, is a key factor the researchers see improving in future AI models.

It's really about spending the right amount of effort and ultimately energy on a given problem, said Jakob Uszkoreit, cofounder and CEO of biological software company Inceptive. You don't want to spend too much on a problem that's easy or too little on a problem that's hard.

A math problem like two plus two, for example, shouldn't be run through a trillion-parameter transformer model - it should run on a basic calculator, the group agreed.

They're also looking forward to the next generation of AI models.

I think the world needs something better than the transformer, said Gomez. I think all of us here hope it gets succeeded by something that will carry us to a new plateau of performance.

You don't want to miss these next 10 years, Huang said. Unbelievable new capabilities will be invented.

The conversation concluded with Huang presenting each researcher with a framed cover plate of the NVIDIA DGX-1 AI supercomputer, signed with the message, You transformed the world.

Jensen presents lead author Ashish Vaswani with a signed DGX-1 cover. There's still time to catch the session replay by registering for a virtual GTC pass - it's free.

To discover the latest in generative AI, watch Huang's GTC keynote address:
LINK: https://blogs.nvidia.com/blog/gtc-2024-transformer-ai-research-panel-j...
See more stories from nvidia

Most recent headlines

05/01/2027

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be demoed at CES 2026

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...

04/08/2026

Dalet Announces Commercial Availability of Dalia, Bringing Media-Aware Agentic AI to Enterprise Productions

Dalet, a leading technology and service provider for media-rich organizations, t...

04/07/2026

Detective Conan: Fallen Angel of the Highway Opens in Dolby Cinemas Across Japan, Presented in Dolby Atmos and Dolby ...

April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...

01/06/2026

Dolby Sets the New Standard for Premium Entertainment at CES 2026

January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026 Throughout the week, Dolby brings to life the latest innovatio...

29/05/2026

InfoComm 2026: NDI Demos NDI 6.3, Hands-On Presentation About Educational Integrations

With InfoComm 2026 just weeks away, NDI is giving attendees plenty of reasons to...

29/05/2026

Bell Media Inks New Long-Term Media Rights Deal for Broadcast, Streaming of the Canadian Football League

Reaffirming a partnership that has defined Canadian sports broadcasting since 19...

29/05/2026

Spring 2026 TV Survey: Vertical Live Matters. The Bigger Story Is Context

Mobile/tablet is No. 2 device for watching TV, suggesting that the sports-production industry needs to take another look at the format Ring Digital's Sprin...

29/05/2026

Germanys Berliner Ensemble Bolsters Backstage Infrastructure With Riedel Stage Systems

Berliner Ensemble, one of Berlin's five major theater companies, has expande...

29/05/2026

InfoComm 2026: Solid State Logic Spotlights TCA Tour, Live V6.2 Software, New SSL Live Trade-in Program

Solid State Logic will showcase its new compact, fly-away TCA Tour audio product...

29/05/2026

Gerald Jerry Pierce, Architect of Modern Digital Cinema, Passes Away at Age 73

Gerald (Jerry) Pierce, a pioneering technologist who helped shape the digital transformation of the motion picture industry, passed away last month on April 12 ...

29/05/2026

CBS Sports Becomes New Home of Barclays Women's Super League Thorough 2029-2030

Paramount+ will be the English-language U.S. home for Barclays Women's Super...

29/05/2026

Calrec Scales ImPulseV to Empower Broadcasters With Greater Choice in Virtualized Workflows

Further strengthening its virtualisation strategy to fully support broadcasters ...

29/05/2026

Switzerlands Canal Alpha Streamlines Playout to Delivery With Harmonic

Swiss broadcaster Canal Alpha has deployed Harmonic's award-winning, software-based XOS Advanced Media Processor to modernize playout operations across cant...

29/05/2026

InfoComm 2026: PTZOptics Showcases Intelligent Video Ecosystem

PTZOptics will showcase a new generation of intelligent video workflows at InfoComm 2026, June 17-19, Las Vegas. Visitors to booth N8227 will see how PTZOptics ...

29/05/2026

Arizona's Family Sports Debuts Direct-to-Consumer Streaming App

Arizona's Family has launched the Arizona's Family Sports (AZFS) streaming app, a new direct-to-consumer destination for live, local sports. The app is ...

29/05/2026

DAZN Brings The Canadian Football Leagues Saturday Night Football to the Masses in New Media Rights Deal

Starting in 2027, DAZN will be the exclusive home of The Canadian Football Leagu...

29/05/2026

Comcast Business Supports Advanced Technology Infrastructure at Levi's Stadium for Fan Experience, Venue Operations

Comcast Business has detailed the advanced network infrastructure it has deploye...

29/05/2026

College Sports-Production Community Gathers in Atlanta for 2026 SVG College Summit

In two-day event, leaders from academia and industry explored solutions to chall...

29/05/2026

TBT Reaches Two-Year Extension With FOX Sports for New-Look $2 Million Tournament

The Basketball Tournament (TBT), now entering their 13th year of competition, ha...

29/05/2026

Roku Expands Premium Subscriptions Experience with FOX One

Roku has launched FOX One as a Premium Subscription on The Roku Channel in the U.S. Roku customers can now subscribe to FOX One using their Roku account for liv...

29/05/2026

CBS Sports UEFA Champions League Today Studio Show Heads Budapest for Final as Transcontinental Popularity Grows

In its sixth year, the broadcaster's coverage has become a global brand and ...

29/05/2026

Ratings Roundup: NBA, NHL Playoffs and Indy 500 Photo Finish Power a Record-Setting Week

Ratings Roundup is a rundown of recent ratings news and is derived from press re...

29/05/2026

Your Summer 2026 Soundtrack? Spotify's Predictions Are In

The days are getting longer, the temperatures are rising, and playlists are filling up for the season. With summer around the corner, Spotify's global edito...

29/05/2026

Akai Pro unveil the MPC Live III Retro

New retro-inspired MPC announced There are few devices that have gained the status held by Akai Pro's MPC range, and in recent years, the company have s...

29/05/2026

Bjooks Beat Gems Kickstarter continues

Save up to 30 on acclaimed titles Following a successful launch at Superbooth 2026, Bjooks have revealed that they will be continuing the Kickstarter campa...

29/05/2026

Genelec update Aural ID

Binaural monitoring application improved Genelec have just released an update that brings some powerful new features to their HRTF-based binaural headphone ...

29/05/2026

IMSTA FESTA 2026

6 June 2026 at SAE Institute, London, UK IMSTA FESTA 2026 is almost upon us, with some of the biggest names in pro-audio set to descend upon SAE Institute i...

29/05/2026

Remembering Gerald Jerry Pierce, Architect of Modern Digital Cinema

Gerald (Jerry) Pierce, a pioneering technologist who helped shape the digital transformation of the motion picture industry, died April 12, 2026, at his home in...

29/05/2026

Roku Unveils Redesigned TV Home Screen

Share Copy link Facebook X Linkedin Bluesky Email...

29/05/2026

Sinclair and AMP Sports to Launch Style of Play' Podcast

Share Copy link Facebook X Linkedin Bluesky Email...

29/05/2026

TV Pharma Ads Are Getting Longer, VAB Says

Share Copy link Facebook X Linkedin Bluesky Email...

29/05/2026

Comparing 5 AI Video Enhancers for Restoring Old Video Quality

Comparing 5 AI Video Enhancers for Restoring Old Video Quality Kate Luvis May 29, 2026 0 Comments Digitizing VHS, MiniDV, and other legacy formats doe...

29/05/2026

Studio Hamburg Builds New Post Pipeline with DaVinci Resolve Studio

Studio Hamburg Builds New Post Pipeline with DaVinci Resolve Studio Brie Clayton May 29, 2026 0 Comments Workflow replaces a patchwork of legacy tools...

29/05/2026

FCC Reminds Broadcasters of Their Public Interest Obligations

Share Copy link Facebook X Linkedin Bluesky Email...

29/05/2026

Roku Unveils New TV Home Screen

Share Copy link Facebook X Linkedin Bluesky Email...

29/05/2026

Sinclair and AMP Sports Announce New 'Style of Play' Podcast

Share Copy link Facebook X Linkedin Bluesky Email...

29/05/2026

Study: YouTube Leads Global Streaming Ad Growth

Share Copy link Facebook X Linkedin Bluesky Email...

29/05/2026

TV Pharma Ads Are Getting Longer, According to VAB

Share Copy link Facebook X Linkedin Bluesky Email...

29/05/2026

At the Intersection of Music and Dance, an Epic Collaboration

At the Intersection of Music and Dance, an Epic Collaboration Boston Conservatory musicians and dancers found creative parallels in their recent performance o...

29/05/2026

Audiences Are Everywhere. Your Ad Strategy Should Be Too.

Something fundamental has shifted in how people consume media. Audiences aren't abandoning television or radio content; they're just expanding how, wher...

29/05/2026

Rosie Jones's Disability Comedy Extravaganza returns with another new lineup of eight comics

Youtube exclusive special drops today Watch now UKTV today announces another e...

29/05/2026

The Official Trailer of 'Physical 100' Italy, on Netflix From September 11

Back to All News The Official Trailer of Physical 100 Italy, on Netflix From Se...

29/05/2026

Super Garden 2026 winner revealed

At just 20 years old, Sean Melia from Summerhill Co. Meath has been revealed as the winner of Super Garden 2026. Sean is the youngest ever contestant and winner...

29/05/2026

May 28, 2026

Experimental HIV vaccine achieves a long-sought goal In a first for the field, all non-human primates given a new series of vaccines generated antibodies capabl...

28/05/2026

How Thomson's Climate Crisis Toolkit is helping journalists tell the climate story

Thomsons Climate Crisis Toolkit is already being put to work, helping journalist...

28/05/2026

Matt Gangl and Pete Macheska on FOX MLB's Huge Night and Unforgettable Postseason Run

FOX Sports' MLB coverage dominated the night at the 47th Annual Sports Emmy ...

28/05/2026

FOX's Mike Davies and Team on Win as Outstanding Technical Team for 2025 World Series

One of the most memorable postseasons in baseball history would have had no memo...

28/05/2026

NBC Sports' Rob Hyland Reflects on an Unforgettable Sunday Night Football Season

NBC's Sunday Night Football is among the most-decorated and most-watched pro...

28/05/2026

Prime Video's John Ward and Mike Francis on Groundbreaking NBA on Prime Video Studio

The 2026 Sports Emmys marked a watershed moment for Prime Video Sports. After bu...