Turns out everything is a matrix multiplication from computer graphics to training neural networks :) Our latest front cover @Nature paper on #AlphaTensor here: dpmd.ai/nature-alpha-t…

demishassabis's tweet image. Turns out everything is a matrix multiplication from computer graphics to training neural networks :) Our latest front cover @Nature paper on #AlphaTensor here: dpmd.ai/nature-alpha-t…

Happy to be at #NeurIPS2022 presenting #AlphaTensor, work with my @DeepMind colleagues. - Friday 13:30 in New Frontiers in Graph Learning - Saturday 13:30 in RL for Real Life

matejbalog's tweet image. Happy to be at #NeurIPS2022 presenting #AlphaTensor, work with my @DeepMind colleagues.

- Friday 13:30 in New Frontiers in Graph Learning
- Saturday 13:30 in RL for Real Life

I'm at #NeurIPS2022; DM me if you want to chat about RL, AlphaZero, and ML for algorithm discovery. We'll present #AlphaTensor: our recent Nature cover publication beating a 50-year-old record in CS and mathematics –– Mon 28 Nov, 3:30-5pm at @DeepMind's booth.

BarekatainAmin's tweet image. I'm at #NeurIPS2022; DM me if you want to chat about RL, AlphaZero, and ML for algorithm discovery. 

We'll present #AlphaTensor: our recent Nature cover publication beating a 50-year-old record in CS and mathematics –– Mon 28 Nov, 3:30-5pm at @DeepMind's booth.

Today in @Nature: #AlphaTensor, an AI system for discovering novel, efficient, and exact algorithms for matrix multiplication - a building block of modern computations. AlphaTensor finds faster algorithms for many matrix sizes: dpmd.ai/dm-alpha-tensor & dpmd.ai/nature-alpha-t… 1/


#Nature #AlphaTensor Discovering faster matrix multiplication algorithms with reinforcement learning nature.com/articles/s4158… Artificial intelligence finds faster algorithms for multiplying matrices nature.com/articles/d4158…

emulenews's tweet image. #Nature #AlphaTensor Discovering faster matrix multiplication algorithms with reinforcement learning nature.com/articles/s4158… Artificial intelligence finds faster algorithms for multiplying matrices nature.com/articles/d4158…

Finally got a chance to review the #AlphaTensor paper from @AlhusseinFawzi and team @DeepMind. Interesting piece and trajectory But the response from @ManuelKauers and @jakobmoosbauer in their paper "FBHHRBNRSSSHK-ALGORITHM", beating Deepmind's 5x5 matmul by 1 operation is funny

FelixCLC_'s tweet image. Finally got a chance to review the #AlphaTensor paper from @AlhusseinFawzi and team @DeepMind. Interesting piece and trajectory
But the response from @ManuelKauers and @jakobmoosbauer in their paper "FBHHRBNRSSSHK-ALGORITHM", beating Deepmind's 5x5 matmul by 1 operation is funny

⚡Discovering Novel Algorithms with AlphaTensor⚡ In @DeepMind's paper the team introduces #AlphaTensor, the first artificial intelligence (AI) system for discovering novel, efficient, and provably correct algorithms for fundamental tasks such as matrix multiplication. 🧵👇


Spent some time implementing in #Nim the SIMD optimized version of the 2x2x2 matrix multiplication found by #AlphaTensor Had to fix a mistake in original code on the right... #Rust syntax looks awful.

planetis_m's tweet image. Spent some time implementing in #Nim the SIMD optimized version of the 2x2x2 matrix multiplication found by #AlphaTensor Had to fix a mistake in original code on the right... #Rust syntax looks awful.
planetis_m's tweet image. Spent some time implementing in #Nim the SIMD optimized version of the 2x2x2 matrix multiplication found by #AlphaTensor Had to fix a mistake in original code on the right... #Rust syntax looks awful.

Se que estamos muy pendientes de #ChatGPT y algoritmos text to image pero también hay que tener presente a modelos como #alphatensor uno de los modelos que más impacto y disrupción puede presentar para IA!!! 💛🚀


“Pekiştirmeli öğrenme ile daha hızlı matris çarpma algoritmalarını keşfetme” #AlphaTensor @Nature nature.com/articles/s4158…

oktayarslan's tweet image. “Pekiştirmeli öğrenme ile daha hızlı matris çarpma algoritmalarını keşfetme”

#AlphaTensor @Nature

nature.com/articles/s4158…

Since 1969 Strassen’s algorithm has famously stood as the fastest way to multiply 2 matrices - but with #AlphaTensor we’ve found a new algorithm that’s faster, with potential to improve efficiency by 10-20% across trillions of calculations per day! dpmd.ai/dm-alpha-tensor


“if the traditional algorithm taught in school multiplies a 4x5 by 5x5 matrix using 100 multiplications, and this number was reduced to 80 w/ human ingenuity, #AlphaTensor has found algorithms that do the same operation using just 76 multiplications. ” buff.ly/3VgyLlM #AI

woojinrad's tweet image. “if the traditional algorithm taught in school multiplies a 4x5 by 5x5 matrix using 100 multiplications, and this number was reduced to 80 w/ human ingenuity, #AlphaTensor has found algorithms that do the same operation using just 76 multiplications. ” buff.ly/3VgyLlM #AI

This feels huge. #AlphaTensor discovers a new algorithm that is more efficient than the one in use since 53 yrs 😲 Incidentally, the optimized task is matmul, used everywhere. So potential impact huge. Including AI. Ie we have AI optimizing future AI🤔😅 amazing work fr tho

memoakten's tweet image. This feels huge. 

#AlphaTensor discovers a new algorithm that is more efficient than the one in use since 53 yrs 😲

Incidentally, the optimized task is matmul, used everywhere. So potential impact huge.

Including AI.

Ie we have AI optimizing future AI🤔😅

amazing work fr tho

Today in @Nature: #AlphaTensor, an AI system for discovering novel, efficient, and exact algorithms for matrix multiplication - a building block of modern computations. AlphaTensor finds faster algorithms for many matrix sizes: dpmd.ai/dm-alpha-tensor & dpmd.ai/nature-alpha-t… 1/



TLDR: We developed StrassenNet ~ 4 years ago. It already re-discovered Strassen's algorithm, reduced multiplications by 99.5% while maintaining accuracy of #deeplearning No guarantee #alphatensor is stable while StrassenNet explicitly trains for it. proceedings.mlr.press/v80/tschannen1…


3 months leading social media at @DeepMind today 🚀 from helping unveil new + innovative AI systems like #AlphaTensor and #DeepNash to covering exciting research at #NeurIPS2022, it's been inspiring to work with such talented teams. can't wait for 2023 💡

จาก Dimple Vijaykumar

.@Google's #AlphaTensor #Quantum and #GenAI advance circuit optimization and cancer research. Russia and South Korea plan quantum advancements, while @EuroHPC_JU explores energy-efficient #quantumcomputing. Read more: ow.ly/6XHT50QJpYj

HPCwire's tweet image. .@Google's #AlphaTensor #Quantum and #GenAI advance circuit optimization and cancer research. Russia and South Korea plan quantum advancements, while @EuroHPC_JU explores energy-efficient #quantumcomputing. Read more: ow.ly/6XHT50QJpYj

How @DeepMind made a breakthrough with Deep Reinforcement Learning (our new post!): bit.ly/3CtJEYU #DeepReinforcementLearning #AlphaTensor #AI #ArtificialIntelligence

CentificGlobal's tweet image. How @DeepMind made a breakthrough with Deep Reinforcement Learning (our new post!): bit.ly/3CtJEYU #DeepReinforcementLearning #AlphaTensor #AI #ArtificialIntelligence

this is how to turn loyalty into a real alpha


Designed for yield, engineered for composability, optimized for liquidity. alphaledger.com/T12

alpha_ledger's tweet image. Designed for yield, engineered for composability, optimized for liquidity.

alphaledger.com/T12

All powered by Axelar. ALVA is the Alpha🤝.


#alfas Alfa Solar. Dibi doğru bulmuştuk ve sadece yeni formasyonlar ve hacim bekliyorduk.. Buradan kaç ay sonra bakalım vay be bu günlerde geçti diyeceğiz.. #borsa #hisse #hissesenedi #bist #bist100 #endeks #dolar #usd #halkaarz #arz #para #ALTIN #tera #teraholding #tehol

TavanciTR's tweet image. #alfas Alfa Solar.

Dibi doğru bulmuştuk ve sadece yeni formasyonlar ve hacim bekliyorduk..

Buradan kaç ay sonra bakalım vay be bu günlerde geçti  diyeceğiz..

#borsa #hisse #hissesenedi #bist #bist100 #endeks #dolar #usd #halkaarz #arz #para #ALTIN #tera #teraholding #tehol…


#alfas Alfa Solar. Dibi doğru bulmuştuk ve sadece yeni formasyonlar ve hacim bekliyorduk.. Buradan kaç ay sonra bakalım vay be bu günlerde geçti diyeceğiz.. #borsa #hisse #hissesenedi #bist #bist100 #endeks #dolar #usd #halkaarz #arz #para #ALTIN #tera #teraholding #tehol

TavanciTR's tweet image. #alfas Alfa Solar.

Dibi doğru bulmuştuk ve sadece yeni formasyonlar ve hacim bekliyorduk..

Buradan kaç ay sonra bakalım vay be bu günlerde geçti  diyeceğiz..

#borsa #hisse #hissesenedi #bist #bist100 #endeks #dolar #usd #halkaarz #arz #para #ALTIN #tera #teraholding #tehol…

ALPH = The Web3 you were promised. Full sharding. Energy-efficient PoW. Real scalability. @Emmanue93901968 #Alephium #BlockchainNG


Reusability Report: Optimizing T-count in General Quantum Circuits with AlphaTensor-Quantum. arxiv.org/abs/2511.09951


AlphaTensor-Quantum can be extended into a general reinforcement-learning agent that reduces T-count in a wide variety of quantum circuits, without retraining, achieving better performance than existing methods. arxiv.org/abs/2511.09951


🚀 @AlphaTONCapital une fuerzas con @SingularityNET, @Cudo_Compute y @Vertical__Data para impulsar Cocoon AI de @telegram con una nueva flota de GPUs hidroalimentadas en Suecia. Energía limpia + cómputo de alto rendimiento = la próxima fase de IA a escala.

🚀 BREAKING from #WebSummit AlphaTON Capital has officially partnered with @SingularityNET , @Cudo_Compute & @Vertical__Data to power @telegram Cocoon AI with a new fleet of hydro-powered GPUs in Sweden. This is the future of ethical, decentralized AI: ✔️ Privacy-preserving…

AlphaTONCapital's tweet image. 🚀 BREAKING from #WebSummit

AlphaTON Capital has officially partnered with @SingularityNET , @Cudo_Compute  & @Vertical__Data  to power @telegram  Cocoon AI with a new fleet of hydro-powered GPUs in Sweden.

This is the future of ethical, decentralized AI:
✔️ Privacy-preserving…


Real alpha, not noise, this is how it’s done.


resistance has been broken 🥵 $ALPHA currently at $0.0154, over a 50% increase from the last bench sale price on @Myth_Finance a few weeks ago 📈

AlphaArcade69's tweet image. resistance has been broken 🥵

$ALPHA currently at $0.0154, over a 50% increase from the last bench sale price on @Myth_Finance a few weeks ago 📈

Great @SpringerNature article by @TaliaRinger on first experiences with @GoogleDeepMind's #AlphaProof by mathematicians experienced with #LeanLang, and demonstrating potential for future workflows in research-level mathematics. Read here: nature.com/articles/d4158…


Anticipating for this great Alpha Looks promising with this tokenomics and distribution


The true alpha hunt begins!! @alphawrapio your on-chain radar for true alpha hunters is currently running an exclusive campaign on @tgmetrics . Built to deliver actionable on-chain signals before anyone else, AlphaWrap empowers users to act smarter, not later. And with the…

Wahyupradanaxbt's tweet image. The true alpha hunt begins!!

@alphawrapio  your on-chain radar for true alpha hunters is currently running an exclusive campaign on @tgmetrics .

Built to deliver actionable on-chain signals before anyone else, AlphaWrap empowers users to act smarter, not later.
And with the…

The future of alpha isn’t about guessing. It’s about seeing what others miss, earlier and clearer. That’s what @alphawrapio built and @tgmetrics is helping it spread. 🧵 Thread: The Alpha Era Is Being Written On-Chain We’re in a new phase of crypto, one where the noise is…

thisEldorado's tweet image. The future of alpha isn’t about guessing.
It’s about seeing what others miss, earlier and clearer.
That’s what @alphawrapio built and @tgmetrics is helping it spread.

🧵 Thread: The Alpha Era Is Being Written On-Chain

We’re in a new phase of crypto, one where the noise is…

scan: $ALPHA flow: rising quietly action: executed output: +60.8%

Trionex_AI's tweet image. scan: $ALPHA
flow: rising quietly
action: executed
output: +60.8%

#AlphaTensor is the first #AI system for discovering the fastest way to multiply two matrices.

dumbledrip's tweet image. #AlphaTensor is the first #AI system for discovering the fastest way to multiply two matrices.

Turns out everything is a matrix multiplication from computer graphics to training neural networks :) Our latest front cover @Nature paper on #AlphaTensor here: dpmd.ai/nature-alpha-t…

demishassabis's tweet image. Turns out everything is a matrix multiplication from computer graphics to training neural networks :) Our latest front cover @Nature paper on #AlphaTensor here: dpmd.ai/nature-alpha-t…

i thk the UFO are a multiverse bug. (like the photoshop layer) they are in another universe and we thk they are in our universe. God is twisted we have to define a matrix multiverve law. Like #alphatensor of deepmind a faster matrix multiplication algorithms + blackhole data

blackice747's tweet image. i thk the UFO are a multiverse bug.
(like the photoshop layer) 
they are in another universe and we thk they are in our universe.
God is twisted
we have to define a matrix multiverve law. 
Like #alphatensor of deepmind a  faster matrix multiplication algorithms + blackhole data
blackice747's tweet image. i thk the UFO are a multiverse bug.
(like the photoshop layer) 
they are in another universe and we thk they are in our universe.
God is twisted
we have to define a matrix multiverve law. 
Like #alphatensor of deepmind a  faster matrix multiplication algorithms + blackhole data
blackice747's tweet image. i thk the UFO are a multiverse bug.
(like the photoshop layer) 
they are in another universe and we thk they are in our universe.
God is twisted
we have to define a matrix multiverve law. 
Like #alphatensor of deepmind a  faster matrix multiplication algorithms + blackhole data
blackice747's tweet image. i thk the UFO are a multiverse bug.
(like the photoshop layer) 
they are in another universe and we thk they are in our universe.
God is twisted
we have to define a matrix multiverve law. 
Like #alphatensor of deepmind a  faster matrix multiplication algorithms + blackhole data

.@Google's #AlphaTensor #Quantum and #GenAI advance circuit optimization and cancer research. Russia and South Korea plan quantum advancements, while @EuroHPC_JU explores energy-efficient #quantumcomputing. Read more: ow.ly/6XHT50QJpYj

HPCwire's tweet image. .@Google's #AlphaTensor #Quantum and #GenAI advance circuit optimization and cancer research. Russia and South Korea plan quantum advancements, while @EuroHPC_JU explores energy-efficient #quantumcomputing. Read more: ow.ly/6XHT50QJpYj

Finally got a chance to review the #AlphaTensor paper from @AlhusseinFawzi and team @DeepMind. Interesting piece and trajectory But the response from @ManuelKauers and @jakobmoosbauer in their paper "FBHHRBNRSSSHK-ALGORITHM", beating Deepmind's 5x5 matmul by 1 operation is funny

FelixCLC_'s tweet image. Finally got a chance to review the #AlphaTensor paper from @AlhusseinFawzi and team @DeepMind. Interesting piece and trajectory
But the response from @ManuelKauers and @jakobmoosbauer in their paper "FBHHRBNRSSSHK-ALGORITHM", beating Deepmind's 5x5 matmul by 1 operation is funny

And 12 pages of @ManuelKauers & @jakobmoosbauer's 14 page paper look like this. Take that, #AlphaTensor!

dajmeyer's tweet image. And 12 pages of @ManuelKauers & @jakobmoosbauer's 14 page paper look like this. Take that, #AlphaTensor!

Happy to be at #NeurIPS2022 presenting #AlphaTensor, work with my @DeepMind colleagues. - Friday 13:30 in New Frontiers in Graph Learning - Saturday 13:30 in RL for Real Life

matejbalog's tweet image. Happy to be at #NeurIPS2022 presenting #AlphaTensor, work with my @DeepMind colleagues.

- Friday 13:30 in New Frontiers in Graph Learning
- Saturday 13:30 in RL for Real Life

Multiplying matrices is a fundamental operation, yet the optimal algorithm is unknown even for matrices as small as 3x3! Here is an algorithm that #AlphaTensor discovered for multiplying a 4x5 and 5x5 matrix. It uses 76 scalar multiplications (previous best used 80). (2/n)

matejbalog's tweet image. Multiplying matrices is a fundamental operation, yet the optimal algorithm is unknown even for matrices as small as 3x3!

Here is an algorithm that #AlphaTensor discovered for multiplying a 4x5 and 5x5 matrix. It uses 76 scalar multiplications (previous best used 80). (2/n)

TensorGame in AlphaTensor for 2x2 matrix multiplication #AlphaTensor #RL #ML #AI

steve_z_seattle's tweet image. TensorGame in AlphaTensor for 2x2 matrix multiplication #AlphaTensor  #RL #ML #AI

#AlphaTensor is a substantial extension of #AlphaZero, which was developed to master Go, chess & other games. A mathematical game like ours poses major additional challenges, and we incorporated multiple ingredients that I think can generally apply to many other problems: (5/n)

matejbalog's tweet image. #AlphaTensor is a substantial extension of #AlphaZero, which was developed to master Go, chess & other games.

A mathematical game like ours poses major additional challenges, and we incorporated multiple ingredients that I think can generally apply to many other problems:

(5/n)

(3/8)2022: AlphaTensor lands in Nature! Navigated massive search spaces to decompose tensors, discovering faster matrix multiplication than the classic Strassen algorithm. Boosts AI training and scientific computing efficiency! 📈 #AlphaTensor

David6LIANG8's tweet image. (3/8)2022: AlphaTensor lands in Nature! Navigated massive search spaces to decompose tensors, discovering faster matrix multiplication than the classic Strassen algorithm. Boosts AI training and scientific computing efficiency! 📈
#AlphaTensor

The biggest eureka moment was when #AlphaTensor discovered this algorithm for multiplying 4x4 matrices modulo 2 using 47 (rather than 7x7=49) scalar multiplications. It improved upon the 2-level version of Strassen’s famous algorithm for the first time in 50 years. (11/n)

matejbalog's tweet image. The biggest eureka moment was when #AlphaTensor discovered this algorithm for multiplying 4x4 matrices modulo 2 using 47 (rather than 7x7=49) scalar multiplications. It improved upon the 2-level version of Strassen’s famous algorithm for the first time in 50 years. (11/n)

How #AlphaTensor works: 1) We framed the discovery of matrix multiplication algorithms as a single-player game with a 3D board. 2) We trained an agent using Deep Reinforcement Learning (DRL) to achieve superhuman performance in this game. (4/n)

matejbalog's tweet image. How #AlphaTensor works:

1) We framed the discovery of matrix multiplication algorithms as a single-player game with a 3D board.
2) We trained an agent using Deep Reinforcement Learning (DRL) to achieve superhuman performance in this game.

(4/n)

How @DeepMind made a breakthrough with Deep Reinforcement Learning (our new post!): bit.ly/3CtJEYU #DeepReinforcementLearning #AlphaTensor #AI #ArtificialIntelligence

CentificGlobal's tweet image. How @DeepMind made a breakthrough with Deep Reinforcement Learning (our new post!): bit.ly/3CtJEYU #DeepReinforcementLearning #AlphaTensor #AI #ArtificialIntelligence

Ingredient #1: generalist agent We trained a single network for all matrix sizes, rather than a separate network for each matrix size. It was cool to see #AlphaTensor found ways of transferring knowledge between algorithms for different matrix sizes in non-obvious ways. (6/n)

matejbalog's tweet image. Ingredient #1: generalist agent

We trained a single network for all matrix sizes, rather than a separate network for each matrix size.

It was cool to see #AlphaTensor found ways of transferring knowledge between algorithms for different matrix sizes in non-obvious ways. (6/n)

#AlphaTensor discovered faster algorithms for multiple matrix sizes [n, m] x [m, p], see below for more. These algorithms are useful for multiplying large matrices, too: the new algorithms can be used as building blocks in recursive schemes, resulting in further gains. (3/n)

matejbalog's tweet image. #AlphaTensor discovered faster algorithms for multiple matrix sizes [n, m] x [m, p], see below for more.

These algorithms are useful for multiplying large matrices, too: the new algorithms can be used as building blocks in recursive schemes, resulting in further gains. (3/n)

Spent some time implementing in #Nim the SIMD optimized version of the 2x2x2 matrix multiplication found by #AlphaTensor Had to fix a mistake in original code on the right... #Rust syntax looks awful.

planetis_m's tweet image. Spent some time implementing in #Nim the SIMD optimized version of the 2x2x2 matrix multiplication found by #AlphaTensor Had to fix a mistake in original code on the right... #Rust syntax looks awful.
planetis_m's tweet image. Spent some time implementing in #Nim the SIMD optimized version of the 2x2x2 matrix multiplication found by #AlphaTensor Had to fix a mistake in original code on the right... #Rust syntax looks awful.

Bernardino Romera, 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗮𝘁 𝗚𝗼𝗼𝗴𝗹𝗲 DeepMind, will be on 𝗗𝗲𝗰𝗲𝗺𝗯𝗲𝗿 𝟭𝟱 at the @etsinfupv Assembly Hall, talking about #AlphaTensor, a reinforcement learning agent based on AlphaZero. More info ➡️ linkedin.com/feed/update/ur…

fvalgrai's tweet image. Bernardino Romera, 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗮𝘁 𝗚𝗼𝗼𝗴𝗹𝗲 DeepMind, will be on 𝗗𝗲𝗰𝗲𝗺𝗯𝗲𝗿 𝟭𝟱 at the @etsinfupv  Assembly Hall, talking about #AlphaTensor, a reinforcement learning agent based on AlphaZero. 

More info ➡️ linkedin.com/feed/update/ur…

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