ProtoFlow: Prototype-Guided Flow Matching for Multivariate Time Series Forecasting
Shibo Feng et al.
#arXiv #cs.AI
Shibo Feng et al.
#arXiv #cs.AI
ProtoFlow: Prototype-Guided Flow Matching for Multivariate Time Series Forecasting
Generative modeling has shown strong promise for multivariate time mseries (MTS) forecasting, especially scale to high-dimensional settings. Diffusion-based methods achieve competitive performance but typically require many sampling steps at inference. VAE-based non-iterative forecasting frameworks…
arxiv.org
October 2, 2026 at 9:29 AM
ProtoFlow: Prototype-Guided Flow Matching for Multivariate Time Series Forecasting
Shibo Feng et al.
#arXiv #cs.AI
Shibo Feng et al.
#arXiv #cs.AI
ProtoFlow: Prototype-Guided Flow Matching for Multivariate Time Series Forecasting
Generative modeling has shown strong promise for multivariate time mseries (MTS) forecasting, especially scale to high-dimensional settings. Diffusion-based methods achieve competitive performance but typically require many sampling steps at inference. VAE-based non-iterative forecasting frameworks…
arxiv.org
October 2, 2026 at 7:04 AM
Lmfaoooo, which Mseries model is it?
Supposedly some hosting providers will let you rent your mac using them cuz its a pita to offer macOS vms
Supposedly some hosting providers will let you rent your mac using them cuz its a pita to offer macOS vms
September 15, 2026 at 1:22 PM
Lmfaoooo, which Mseries model is it?
Supposedly some hosting providers will let you rent your mac using them cuz its a pita to offer macOS vms
Supposedly some hosting providers will let you rent your mac using them cuz its a pita to offer macOS vms
Early Mac launches and Tim Cook’s handoff to John Ternus suggest Apple’s readying a new leadership era and product rhythm. #Apple #Leadership #MacUpdates #Apple #Leadership #Mac #MSeries #ProductTiming https://thedailytechfeed.com/apples-early-mac-launches-and-cooks-exit-whats-coming-next/
August 30, 2026 at 8:25 PM
Early Mac launches and Tim Cook’s handoff to John Ternus suggest Apple’s readying a new leadership era and product rhythm. #Apple #Leadership #MacUpdates #Apple #Leadership #Mac #MSeries #ProductTiming https://thedailytechfeed.com/apples-early-mac-launches-and-cooks-exit-whats-coming-next/
Apple's upcoming Mac lineup introduces touchscreens, OLEDs, and new M-series chips, marking a major shift in their computing strategy. #Apple #MacBook #Touchscreen #OLED #MSeries #TechNews thedailytechfeed.com/apples-upcom...
July 22, 2026 at 3:13 PM
Apple's upcoming Mac lineup introduces touchscreens, OLEDs, and new M-series chips, marking a major shift in their computing strategy. #Apple #MacBook #Touchscreen #OLED #MSeries #TechNews thedailytechfeed.com/apples-upcom...
Dropping in to post a few pics from a shoot last week 🙂↔️
This is my buddy’s M550i and his Chow Chows.
#euro #bmw #mseries #chowchow #streetphotography #photography #art #automotivephotography #carphotography
This is my buddy’s M550i and his Chow Chows.
#euro #bmw #mseries #chowchow #streetphotography #photography #art #automotivephotography #carphotography
March 15, 2025 at 8:12 PM
Dropping in to post a few pics from a shoot last week 🙂↔️
This is my buddy’s M550i and his Chow Chows.
#euro #bmw #mseries #chowchow #streetphotography #photography #art #automotivephotography #carphotography
This is my buddy’s M550i and his Chow Chows.
#euro #bmw #mseries #chowchow #streetphotography #photography #art #automotivephotography #carphotography
Apple finally embraces touch! Touchscreen MacBooks arriving late 2026 with OLED displays and MSeries chips! #Apple #Touchscreen #MacBook #OLED #MSeries #AI #Innovation
Video
Apple is finally embracing touch! The long-rumored touchscreen MacBooks are reportedly arriving in late 2026, featuring OLED displays and powerful M-series chips. This major shift comes alongside a busy March 4th launch event, expected to reveal new MacBooks, refreshed MacBook Airs, updated iPads, and a groundbreaking AI framework for developers. Explore Apple's bold strategy for the future of computing. Don't miss Apple's next big move! (March 1, 2026) Tools used for generation Text Gemini Narator Azure TTS Clips Pexel Rendering Remotion
www.youtube.com
March 1, 2026 at 2:36 PM
Apple finally embraces touch! Touchscreen MacBooks arriving late 2026 with OLED displays and MSeries chips! #Apple #Touchscreen #MacBook #OLED #MSeries #AI #Innovation
New "GoFetch" Vulnerability in Apple M-Series Chips Leaks Secret Encryption Keys
thehackernews.com/2024/03/new-...
#Infosec #Security #Cybersecurity #CeptBiro #GoFetch #Vulnerability #Apple #MSeries #Chips #Leaks #SecretEncryptionKeys
thehackernews.com/2024/03/new-...
#Infosec #Security #Cybersecurity #CeptBiro #GoFetch #Vulnerability #Apple #MSeries #Chips #Leaks #SecretEncryptionKeys
New "GoFetch" Vulnerability in Apple M-Series Chips Leaks Secret Encryption Keys
Researchers uncover "GoFetch" vulnerability in Apple M-series chips, potentially allowing attackers to extract secret cryptographic keys.
thehackernews.com
March 25, 2024 at 1:35 PM
New "GoFetch" Vulnerability in Apple M-Series Chips Leaks Secret Encryption Keys
thehackernews.com/2024/03/new-...
#Infosec #Security #Cybersecurity #CeptBiro #GoFetch #Vulnerability #Apple #MSeries #Chips #Leaks #SecretEncryptionKeys
thehackernews.com/2024/03/new-...
#Infosec #Security #Cybersecurity #CeptBiro #GoFetch #Vulnerability #Apple #MSeries #Chips #Leaks #SecretEncryptionKeys
🚨 Apple sigue su camino hacia la independencia en chips y la seguridad es la gran beneficiada. Con el C1 y sus futuros chips de Wi-Fi y Bluetooth, tendrá control total de hardware y software, reduciendo vulnerabilidades y tiempos de respuesta. 🔒🍏 #Apple #Seguridad #Mseries
February 22, 2025 at 7:10 AM
🚨 Apple sigue su camino hacia la independencia en chips y la seguridad es la gran beneficiada. Con el C1 y sus futuros chips de Wi-Fi y Bluetooth, tendrá control total de hardware y software, reduciendo vulnerabilidades y tiempos de respuesta. 🔒🍏 #Apple #Seguridad #Mseries
Recent pair of earrings in my ongoing #mseries #sciart #jewellery , sterling silver, kyanite, Pearl and needled felt, inspired by the morphology of #monocytes they’re very dangly!
March 27, 2026 at 12:22 PM
Recent pair of earrings in my ongoing #mseries #sciart #jewellery , sterling silver, kyanite, Pearl and needled felt, inspired by the morphology of #monocytes they’re very dangly!
BMW is preparing a revolution for the M series: Future electric sports car concept unveiled #BMW #ElectricCars #MSeries #ConceptCar #EV
BMW is preparing a revolution for the M series: Future electric sports car concept unveiled
BMW has unveiled the M Concept Neue Klasse, which gives a first glimpse of the upcoming i3 M electric car with four electric motors. The world premiere of the BMW M Concept Neue Klasse took place during the 24 Hours of Le Mans race. The concept demonstrates the brand’s new design direction for future high-performance […]
Post BMW is preparing a revolution for the M series: Future electric sports car concept unveiled at Root-Nation.com.
root-nation.com
June 12, 2026 at 6:38 PM
BMW is preparing a revolution for the M series: Future electric sports car concept unveiled #BMW #ElectricCars #MSeries #ConceptCar #EV
#Apple #CryptoSecurity #CryptoNews #Mseries
Apple Chip Exploit: Crypto in Danger? Your crypto wallets might be at risk due to a serious flaw in Apple's M-series chips. Are your assets safe, or is it time to bail out? Here's what you need to know!
Apple Chip Exploit: Crypto in Danger? Your crypto wallets might be at risk due to a serious flaw in Apple's M-series chips. Are your assets safe, or is it time to bail out? Here's what you need to know!
March 27, 2024 at 7:22 PM
#Apple #CryptoSecurity #CryptoNews #Mseries
Apple Chip Exploit: Crypto in Danger? Your crypto wallets might be at risk due to a serious flaw in Apple's M-series chips. Are your assets safe, or is it time to bail out? Here's what you need to know!
Apple Chip Exploit: Crypto in Danger? Your crypto wallets might be at risk due to a serious flaw in Apple's M-series chips. Are your assets safe, or is it time to bail out? Here's what you need to know!
Rumor has it Apple’s chip wizard Johny Srouji is eyeing a new gig – maybe even at Meta. Could his M‑series magic leave Intel‑based Macs behind? Jeff Williams and John Giannandrea are watching. What would this mean for AI hardware? #JohnySrouji #MSeries #Meta
🔗 aidailypost.com/news/apple-c...
🔗 aidailypost.com/news/apple-c...
December 6, 2025 at 8:14 PM
Rumor has it Apple’s chip wizard Johny Srouji is eyeing a new gig – maybe even at Meta. Could his M‑series magic leave Intel‑based Macs behind? Jeff Williams and John Giannandrea are watching. What would this mean for AI hardware? #JohnySrouji #MSeries #Meta
🔗 aidailypost.com/news/apple-c...
🔗 aidailypost.com/news/apple-c...
OWC CEO Larry O’Connor shares how Apple M series processors, especially the M4, changed tech! See why SSD & cloud are the future.
Watch: www.youtube.com/watch?v=IO8U...
#Apple #Mseries #OWC #Editing #PostProduction
Watch: www.youtube.com/watch?v=IO8U...
#Apple #Mseries #OWC #Editing #PostProduction
Revolutionizing Performance: The Apple M Series Processors
https://www.mewshop.com/ Contact: info@mewshop.com for information and inquiries on classes and events. In this clip from "Talking MEWShop," OWC Founder & CE...
www.youtube.com
June 10, 2025 at 1:30 PM
OWC CEO Larry O’Connor shares how Apple M series processors, especially the M4, changed tech! See why SSD & cloud are the future.
Watch: www.youtube.com/watch?v=IO8U...
#Apple #Mseries #OWC #Editing #PostProduction
Watch: www.youtube.com/watch?v=IO8U...
#Apple #Mseries #OWC #Editing #PostProduction