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Federated Learning Explained: How Your Devices Train AI Without Handing Over Your Data

Federated Learning Explained: How Your Devices Train AI Without Handing Over Your Data

After ChatGPT and other large language models were released, people online started raising concerns about data privacy. Some even suggested stopping all new data from being used to train these models — but that would seriously limit what AI can do in the future.

Luckily, there’s a better way. AI can still be trained without using personal data. This method is called federated learning, and in this article, we’ll explore what it is and how it could shape the future of AI training.

Routing Model Updates Through Proxy Servers for Extra Privacy and Speed

Federated learning involves devices training a shared model on their own data and then sending model updates (like learned parameters or gradients) to be aggregated into a global model. One emerging enhancement is to route these model updates through proxy servers or intermediary nodes instead of directly to the central aggregator. This added indirection can significantly bolster privacy by anonymizing which device contributed which update, effectively ensuring client anonymity.

Using a proxy server can also improve the speed and efficiency of federated learning. For instance, a proxy can gather and compress updates from many devices before forwarding them, cutting down on communication overhead. Research on “ProxyFL” – a proxy-based federated learning scheme – found that communicating via proxies not only strengthened privacy (especially when combined with techniques like differential privacy) but also reduced bandwidth usage and latency in training. 

By offloading some coordination duties to proxy nodes (which might be located closer to client devices or handle partial aggregations), federated networks can train faster and scale to more participants. The main idea is that sending updates through trusted proxies adds extra protection for user data and makes learning more efficient — all without raw data ever leaving the users’ devices.

Federated Learning vs. Centralized Learning: How It Works

In the traditional method, all the training data is sent to one central server or cloud, where the model is trained. This means users or organizations have to transfer their original data to one place, which can obviously cause privacy issues and other problems. 

Federated learning flips that paradigm. Instead of bringing data to the model, FL brings the model to the data. The initial model (often just a starting point with random or pre-trained weights) is sent out from the server to many devices (phones, IoT gadgets, or organizational servers). The server then aggregates these updates (e.g. by averaging them) to improve the global model, which can be sent back to devices in iterative rounds. Crucially, your personal data stays on your device – the server only sees the learned patterns, which are usually far less sensitive than the raw data.

This decentralized training approach was first introduced by Google researchers in 2016, originally to train smartphone models like the Android keyboard predictor. In fact, Google and Apple have famously used federated learning to train keystroke prediction models on millions of smartphones without ever collecting users’ actual typing data. By training on-device, Google’s Gboard and Apple’s QuickType keyboards can improve suggestions using what people type, while the sensitive text messages never leave the phones. 

Apple has extended the idea to other areas as well – for example, Apple’s Health app uses federated learning to analyze usage patterns of health data types across users’ devices while maintaining each user’s privacy. This means the Health app can learn which health metrics or exercises are most popular or effective, collectively, without Apple seeing any individual’s personal health logs.

Beyond consumer apps, federated learning is transforming how organizations collaborate on AI. A notable case study comes from the healthcare sector: Intel and the University of Pennsylvania led a federated learning pilot involving 29 medical institutes around the world to jointly train an AI model for brain tumor detection. None of the hospitals shared their patient data with each other or with Intel; instead, each hospital trained the model on its own MRI scans and then shared model updates. 

The combined model learned from a much larger, diverse dataset than any single hospital could provide. In other words, by using FL the researchers nearly matched the performance of traditional training while adhering to patient privacy constraints. So, federated learning provided a way to access vastly more data (spread across hospitals) while protecting the security of that data – a win-win for both model performance and privacy.

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All eyes are on Maine this week. Political operatives in Trumpworld tell Inner Loop they hope embattled senate candidate Graham Platner will stay in the race as long as possible—the state’s electoral chaos can only help Republicans, they claim.

Platner, a US Marine veteran, overcame a string of controversies to easily win the Democratic primary last month. Platner is supposed to face incumbent Republican Susan Collins in the general election in one of the nation’s most closely watched races in November, but a litany of Democratic officials are now calling for him to drop out.

On Monday, a woman in Maine accused Platner of sexual assault and told Politico that he had once forced her to have sex over her objections. (Platner’s campaign did not respond to a request for comment, though it previously denied the allegation in a statement to Politico.)

Platner had previously been accused of mistreating women, had covered up a Nazi tattoo, and was linked to multiple offensive online comments. Over the past 24 hours, Democrats from Senator Bernie Sanders to Senator Chuck Schumer have called for him to step out of the race.

Trumpworld operatives say their hope—unsurprisingly—is that Platner stays in the race, given his increasingly toxic political brand, his growing horde of political enemies in his own party, and the knock-on effects on his fundraising operation.

Basically, it’s a dumpster fire, and Republicans are all but making s’mores.

“Platner should stay in and fight the liberal lobbyist establishment!” one strategist jokingly told Inner Loop. Like others interviewed for this story, they spoke candidly on the condition of anonymity.

Funding is also going to be a problem, operatives noted with glee. The Democratic Senatorial Campaign Committee, or DSCC, has announced that it will not bankroll Platner’s campaign, should he stay in the race.

The operatives are thrilled by this: As a result, Platner would have to rely on small-dollar donors. Despite his fervent fan base, these donations would almost certainly not cover the tens of millions of dollars that both sides are expecting to have to pour into TV ads closer to the midterms. (The Boston-area media market is among the top 10 most expensive in the country, and Mainers do watch TV.)

But Trump operatives also think even if Platner does step aside, the Senate race in Maine firmly tilts in Collins’ favor.

Democrats have until July 13 for Platner to drop out, and a July 27 deadline for a special election to replace Platner’s name on the ballot. Democratic operatives in the state tell Inner Loop this could happen the weekend of July 25, but Trumpworld doesn’t think the alternative candidates would pose a major challenge.

Janet Mills, the governor of Maine who dropped out of the Democratic Senate primary, is seen as one option. But Mills has a similar profile to Collins, who the operatives still think would edge out a victory, especially given her performance bucking Joe Biden in 2020.

Another option is Troy Jackson, a former Maine state senator. But another longtime GOP strategist was skeptical whether voters would look past the baggage accompanying any Democratic candidate following the Platner saga.

“At the end of the day, Democrats have to run a perfect race to beat Collins, which they have not done. She’s still the least offensive candidate of the Senate Republican conference, and so the strongest candidate we could have in the race,” one longtime GOP strategist says.

Still, Trumpworld and the Republicans’ Senate campaign arm expect a bruising fight in the Maine Senate race that could cost them hundreds of millions of dollars. And while they believe Collins can win, it could end up being tight. Get the graham crackers.


This is an edition of Hugo Lowell’s Inner Loop newsletter. Read previous newsletters here.

#Republicans #Gleefully #Celebrate #Midterms #Chaos #Maineinner loop,politics,congress,elections,government,republicans,democrats">Republicans Gleefully Celebrate Midterms Chaos in MaineAll eyes are on Maine this week. Political operatives in Trumpworld tell Inner Loop they hope embattled senate candidate Graham Platner will stay in the race as long as possible—the state’s electoral chaos can only help Republicans, they claim.Platner, a US Marine veteran, overcame a string of controversies to easily win the Democratic primary last month. Platner is supposed to face incumbent Republican Susan Collins in the general election in one of the nation’s most closely watched races in November, but a litany of Democratic officials are now calling for him to drop out.On Monday, a woman in Maine accused Platner of sexual assault and told Politico that he had once forced her to have sex over her objections. (Platner’s campaign did not respond to a request for comment, though it previously denied the allegation in a statement to Politico.)Platner had previously been accused of mistreating women, had covered up a Nazi tattoo, and was linked to multiple offensive online comments. Over the past 24 hours, Democrats from Senator Bernie Sanders to Senator Chuck Schumer have called for him to step out of the race.Trumpworld operatives say their hope—unsurprisingly—is that Platner stays in the race, given his increasingly toxic political brand, his growing horde of political enemies in his own party, and the knock-on effects on his fundraising operation.Basically, it’s a dumpster fire, and Republicans are all but making s’mores.“Platner should stay in and fight the liberal lobbyist establishment!” one strategist jokingly told Inner Loop. Like others interviewed for this story, they spoke candidly on the condition of anonymity.Funding is also going to be a problem, operatives noted with glee. The Democratic Senatorial Campaign Committee, or DSCC, has announced that it will not bankroll Platner’s campaign, should he stay in the race.The operatives are thrilled by this: As a result, Platner would have to rely on small-dollar donors. Despite his fervent fan base, these donations would almost certainly not cover the tens of millions of dollars that both sides are expecting to have to pour into TV ads closer to the midterms. (The Boston-area media market is among the top 10 most expensive in the country, and Mainers do watch TV.)But Trump operatives also think even if Platner does step aside, the Senate race in Maine firmly tilts in Collins’ favor.Democrats have until July 13 for Platner to drop out, and a July 27 deadline for a special election to replace Platner’s name on the ballot. Democratic operatives in the state tell Inner Loop this could happen the weekend of July 25, but Trumpworld doesn’t think the alternative candidates would pose a major challenge.Janet Mills, the governor of Maine who dropped out of the Democratic Senate primary, is seen as one option. But Mills has a similar profile to Collins, who the operatives still think would edge out a victory, especially given her performance bucking Joe Biden in 2020.Another option is Troy Jackson, a former Maine state senator. But another longtime GOP strategist was skeptical whether voters would look past the baggage accompanying any Democratic candidate following the Platner saga.“At the end of the day, Democrats have to run a perfect race to beat Collins, which they have not done. She’s still the least offensive candidate of the Senate Republican conference, and so the strongest candidate we could have in the race,” one longtime GOP strategist says.Still, Trumpworld and the Republicans’ Senate campaign arm expect a bruising fight in the Maine Senate race that could cost them hundreds of millions of dollars. And while they believe Collins can win, it could end up being tight. Get the graham crackers.This is an edition of Hugo Lowell’s Inner Loop newsletter. Read previous newsletters here.#Republicans #Gleefully #Celebrate #Midterms #Chaos #Maineinner loop,politics,congress,elections,government,republicans,democrats

senate candidate Graham Platner will stay in the race as long as possible—the state’s electoral chaos can only help Republicans, they claim.

Platner, a US Marine veteran, overcame a string of controversies to easily win the Democratic primary last month. Platner is supposed to face incumbent Republican Susan Collins in the general election in one of the nation’s most closely watched races in November, but a litany of Democratic officials are now calling for him to drop out.

On Monday, a woman in Maine accused Platner of sexual assault and told Politico that he had once forced her to have sex over her objections. (Platner’s campaign did not respond to a request for comment, though it previously denied the allegation in a statement to Politico.)

Platner had previously been accused of mistreating women, had covered up a Nazi tattoo, and was linked to multiple offensive online comments. Over the past 24 hours, Democrats from Senator Bernie Sanders to Senator Chuck Schumer have called for him to step out of the race.

Trumpworld operatives say their hope—unsurprisingly—is that Platner stays in the race, given his increasingly toxic political brand, his growing horde of political enemies in his own party, and the knock-on effects on his fundraising operation.

Basically, it’s a dumpster fire, and Republicans are all but making s’mores.

“Platner should stay in and fight the liberal lobbyist establishment!” one strategist jokingly told Inner Loop. Like others interviewed for this story, they spoke candidly on the condition of anonymity.

Funding is also going to be a problem, operatives noted with glee. The Democratic Senatorial Campaign Committee, or DSCC, has announced that it will not bankroll Platner’s campaign, should he stay in the race.

The operatives are thrilled by this: As a result, Platner would have to rely on small-dollar donors. Despite his fervent fan base, these donations would almost certainly not cover the tens of millions of dollars that both sides are expecting to have to pour into TV ads closer to the midterms. (The Boston-area media market is among the top 10 most expensive in the country, and Mainers do watch TV.)

But Trump operatives also think even if Platner does step aside, the Senate race in Maine firmly tilts in Collins’ favor.

Democrats have until July 13 for Platner to drop out, and a July 27 deadline for a special election to replace Platner’s name on the ballot. Democratic operatives in the state tell Inner Loop this could happen the weekend of July 25, but Trumpworld doesn’t think the alternative candidates would pose a major challenge.

Janet Mills, the governor of Maine who dropped out of the Democratic Senate primary, is seen as one option. But Mills has a similar profile to Collins, who the operatives still think would edge out a victory, especially given her performance bucking Joe Biden in 2020.

Another option is Troy Jackson, a former Maine state senator. But another longtime GOP strategist was skeptical whether voters would look past the baggage accompanying any Democratic candidate following the Platner saga.

“At the end of the day, Democrats have to run a perfect race to beat Collins, which they have not done. She’s still the least offensive candidate of the Senate Republican conference, and so the strongest candidate we could have in the race,” one longtime GOP strategist says.

Still, Trumpworld and the Republicans’ Senate campaign arm expect a bruising fight in the Maine Senate race that could cost them hundreds of millions of dollars. And while they believe Collins can win, it could end up being tight. Get the graham crackers.


This is an edition of Hugo Lowell’s Inner Loop newsletter. Read previous newsletters here.

#Republicans #Gleefully #Celebrate #Midterms #Chaos #Maineinner loop,politics,congress,elections,government,republicans,democrats">Republicans Gleefully Celebrate Midterms Chaos in Maine

All eyes are on Maine this week. Political operatives in Trumpworld tell Inner Loop they hope embattled senate candidate Graham Platner will stay in the race as long as possible—the state’s electoral chaos can only help Republicans, they claim.

Platner, a US Marine veteran, overcame a string of controversies to easily win the Democratic primary last month. Platner is supposed to face incumbent Republican Susan Collins in the general election in one of the nation’s most closely watched races in November, but a litany of Democratic officials are now calling for him to drop out.

On Monday, a woman in Maine accused Platner of sexual assault and told Politico that he had once forced her to have sex over her objections. (Platner’s campaign did not respond to a request for comment, though it previously denied the allegation in a statement to Politico.)

Platner had previously been accused of mistreating women, had covered up a Nazi tattoo, and was linked to multiple offensive online comments. Over the past 24 hours, Democrats from Senator Bernie Sanders to Senator Chuck Schumer have called for him to step out of the race.

Trumpworld operatives say their hope—unsurprisingly—is that Platner stays in the race, given his increasingly toxic political brand, his growing horde of political enemies in his own party, and the knock-on effects on his fundraising operation.

Basically, it’s a dumpster fire, and Republicans are all but making s’mores.

“Platner should stay in and fight the liberal lobbyist establishment!” one strategist jokingly told Inner Loop. Like others interviewed for this story, they spoke candidly on the condition of anonymity.

Funding is also going to be a problem, operatives noted with glee. The Democratic Senatorial Campaign Committee, or DSCC, has announced that it will not bankroll Platner’s campaign, should he stay in the race.

The operatives are thrilled by this: As a result, Platner would have to rely on small-dollar donors. Despite his fervent fan base, these donations would almost certainly not cover the tens of millions of dollars that both sides are expecting to have to pour into TV ads closer to the midterms. (The Boston-area media market is among the top 10 most expensive in the country, and Mainers do watch TV.)

But Trump operatives also think even if Platner does step aside, the Senate race in Maine firmly tilts in Collins’ favor.

Democrats have until July 13 for Platner to drop out, and a July 27 deadline for a special election to replace Platner’s name on the ballot. Democratic operatives in the state tell Inner Loop this could happen the weekend of July 25, but Trumpworld doesn’t think the alternative candidates would pose a major challenge.

Janet Mills, the governor of Maine who dropped out of the Democratic Senate primary, is seen as one option. But Mills has a similar profile to Collins, who the operatives still think would edge out a victory, especially given her performance bucking Joe Biden in 2020.

Another option is Troy Jackson, a former Maine state senator. But another longtime GOP strategist was skeptical whether voters would look past the baggage accompanying any Democratic candidate following the Platner saga.

“At the end of the day, Democrats have to run a perfect race to beat Collins, which they have not done. She’s still the least offensive candidate of the Senate Republican conference, and so the strongest candidate we could have in the race,” one longtime GOP strategist says.

Still, Trumpworld and the Republicans’ Senate campaign arm expect a bruising fight in the Maine Senate race that could cost them hundreds of millions of dollars. And while they believe Collins can win, it could end up being tight. Get the graham crackers.


This is an edition of Hugo Lowell’s Inner Loop newsletter. Read previous newsletters here.

#Republicans #Gleefully #Celebrate #Midterms #Chaos #Maineinner loop,politics,congress,elections,government,republicans,democrats

After a decade of surprise-filled unboxings, L.O.L. Surprise! is stepping onto the main stage. The collectible toy brand is celebrating its 10th anniversary with the L.O.L. Surprise! Music Festival, a yearlong campaign packed with new dolls, festival-inspired collectibles, and headline-worthy collaborations.

The biggest draw? Music icons Jennie from BLACKPINK and Rosalía are making their L.O.L. Surprise! doll debuts with collectible looks inspired by their signature styles. Beyond the artist collaborations, the lineup brings new doll looks, refreshed packaging, and a range of festival-themed collectibles for fans to discover.

Here’s everything launching in the L.O.L. Surprise! Music Festival collection and where to buy it.

Music Festival Tots with Collectible Vinyl Albums

Why we like it

The L.O.L. Surprise! Music Festival Tots brings the music theme to life with eight dolls inspired by different genres, including K-pop, Latin, pop, hip-hop, country, indie, pop-punk, and scene.

Each Tot comes inside a pink disco ball that doubles as a collectible display piece and a mini reveal experience — spin the included vinyl record to open compartments filled with fashion and accessories. With fresh doll designs, seven surprises to unbox, and a chance to find a rare shiny disco ball, these are made for collectors who enjoy the thrill of the reveal.

Music Festival Headliners Tots Global Music Artist Dolls

Why we like it

If your kid (or your inner collector) has a favorite music icon, these L.O.L. Surprise! Music Festival Headliners Tots bring that fan energy into a tiny collectible package. Each Tot is inspired by the style of Jennie or Rosalía, featuring cool outfits based on their real-world looks, plus a mini poster and a collectible trading card to enhance the experience.

The heart-shaped L.O.L. ball doubles as a keychain, so fans can take their favorite artist-inspired Tot anywhere. With seven surprises to unbox, including outfits, shoes, and accessories, there’s plenty of reveal excitement before the tiny headliner hits the stage. Collect all four Tots to build out the full Music Festival lineup.

Music Festival Furniture Packs

Why we like it

The L.O.L. Surprise! Music Festival Furniture Packs are a fun way to turn the collection into a full-on festival setup. Instead of just collecting dolls, kids can build out their own mini concert world with spaces like the Main Stage, DJ Booth, Neon Arcade, and Roller Disco. Each pack also comes with an exclusive Tot, giving collectors another character to add to the lineup.

Rosalía Fashion Doll with Collectible Poster

Why we like it

Rosalía fans will instantly recognize the bold, trendy vibe behind this L.O.L. Surprise! Rosalía Fashion Doll. The look is inspired by one of Rosalía’s iconic outfits, with a bold style that feels very much like the singer’s stage persona. It also comes with an exclusive Rosalía poster, making it a fun pick for both collectors and fans who want a little piece of her stage style on display.

Jennie Fashion Doll with Collectible Poster

Why we like it

L.O.L. Surprise! is bringing a little star power to the toy aisle with this Jennie-inspired fashion doll. It captures her signature style with a more detailed look, a stage-ready outfit inspired by one of her real outfits, and a collectible poster tucked inside for fans to display. Fans snapped this one up quickly, so don’t be surprised if you have to wait for the next restock.

#L.O.L #Surprise #Music #Festival #collection #buy #Jennie #Rosalía #dolls">L.O.L. Surprise! Music Festival collection: Where to buy Jennie and Rosalía dolls
                                                            
After a decade of surprise-filled unboxings, L.O.L. Surprise! is stepping onto the main stage. The collectible toy brand is celebrating its 10th anniversary with the L.O.L. Surprise! Music Festival, a yearlong campaign packed with new dolls, festival-inspired collectibles, and headline-worthy collaborations.The biggest draw? Music icons Jennie from BLACKPINK and Rosalía are making their L.O.L. Surprise! doll debuts with collectible looks inspired by their signature styles. Beyond the artist collaborations, the lineup brings new doll looks, refreshed packaging, and a range of festival-themed collectibles for fans to discover.Here’s everything launching in the L.O.L. Surprise! Music Festival collection and where to buy it.Music Festival Tots with Collectible Vinyl Albums
Why we like itThe L.O.L. Surprise! Music Festival Tots brings the music theme to life with eight dolls inspired by different genres, including K-pop, Latin, pop, hip-hop, country, indie, pop-punk, and scene. Each Tot comes inside a pink disco ball that doubles as a collectible display piece and a mini reveal experience — spin the included vinyl record to open compartments filled with fashion and accessories. With fresh doll designs, seven surprises to unbox, and a chance to find a rare shiny disco ball, these are made for collectors who enjoy the thrill of the reveal.Music Festival Headliners Tots Global Music Artist Dolls
Why we like itIf your kid (or your inner collector) has a favorite music icon, these L.O.L. Surprise! Music Festival Headliners Tots bring that fan energy into a tiny collectible package. Each Tot is inspired by the style of Jennie or Rosalía, featuring cool outfits based on their real-world looks, plus a mini poster and a collectible trading card to enhance the experience.The heart-shaped L.O.L. ball doubles as a keychain, so fans can take their favorite artist-inspired Tot anywhere. With seven surprises to unbox, including outfits, shoes, and accessories, there’s plenty of reveal excitement before the tiny headliner hits the stage. Collect all four Tots to build out the full Music Festival lineup.
Music Festival Furniture Packs
Why we like itThe L.O.L. Surprise! Music Festival Furniture Packs are a fun way to turn the collection into a full-on festival setup. Instead of just collecting dolls, kids can build out their own mini concert world with spaces like the Main Stage, DJ Booth, Neon Arcade, and Roller Disco. Each pack also comes with an exclusive Tot, giving collectors another character to add to the lineup. 
        
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Rosalía Fashion Doll with Collectible Poster
Why we like itRosalía fans will instantly recognize the bold, trendy vibe behind this L.O.L. Surprise! Rosalía Fashion Doll. The look is inspired by one of Rosalía’s iconic outfits, with a bold style that feels very much like the singer’s stage persona. It also comes with an exclusive Rosalía poster, making it a fun pick for both collectors and fans who want a little piece of her stage style on display.Jennie Fashion Doll with Collectible Poster
Why we like itL.O.L. Surprise! is bringing a little star power to the toy aisle with this Jennie-inspired fashion doll. It captures her signature style with a more detailed look, a stage-ready outfit inspired by one of her real outfits, and a collectible poster tucked inside for fans to display. Fans snapped this one up quickly, so don’t be surprised if you have to wait for the next restock.

                    
                                            
                            
                        
                                    #L.O.L #Surprise #Music #Festival #collection #buy #Jennie #Rosalía #dolls

L.O.L. Surprise! Music Festival, a yearlong campaign packed with new dolls, festival-inspired collectibles, and headline-worthy collaborations.

The biggest draw? Music icons Jennie from BLACKPINK and Rosalía are making their L.O.L. Surprise! doll debuts with collectible looks inspired by their signature styles. Beyond the artist collaborations, the lineup brings new doll looks, refreshed packaging, and a range of festival-themed collectibles for fans to discover.

Here’s everything launching in the L.O.L. Surprise! Music Festival collection and where to buy it.

Music Festival Tots with Collectible Vinyl Albums

Why we like it

The L.O.L. Surprise! Music Festival Tots brings the music theme to life with eight dolls inspired by different genres, including K-pop, Latin, pop, hip-hop, country, indie, pop-punk, and scene.

Each Tot comes inside a pink disco ball that doubles as a collectible display piece and a mini reveal experience — spin the included vinyl record to open compartments filled with fashion and accessories. With fresh doll designs, seven surprises to unbox, and a chance to find a rare shiny disco ball, these are made for collectors who enjoy the thrill of the reveal.

Music Festival Headliners Tots Global Music Artist Dolls

Why we like it

If your kid (or your inner collector) has a favorite music icon, these L.O.L. Surprise! Music Festival Headliners Tots bring that fan energy into a tiny collectible package. Each Tot is inspired by the style of Jennie or Rosalía, featuring cool outfits based on their real-world looks, plus a mini poster and a collectible trading card to enhance the experience.

The heart-shaped L.O.L. ball doubles as a keychain, so fans can take their favorite artist-inspired Tot anywhere. With seven surprises to unbox, including outfits, shoes, and accessories, there’s plenty of reveal excitement before the tiny headliner hits the stage. Collect all four Tots to build out the full Music Festival lineup.

Music Festival Furniture Packs

Why we like it

The L.O.L. Surprise! Music Festival Furniture Packs are a fun way to turn the collection into a full-on festival setup. Instead of just collecting dolls, kids can build out their own mini concert world with spaces like the Main Stage, DJ Booth, Neon Arcade, and Roller Disco. Each pack also comes with an exclusive Tot, giving collectors another character to add to the lineup.

Rosalía Fashion Doll with Collectible Poster

Why we like it

Rosalía fans will instantly recognize the bold, trendy vibe behind this L.O.L. Surprise! Rosalía Fashion Doll. The look is inspired by one of Rosalía’s iconic outfits, with a bold style that feels very much like the singer’s stage persona. It also comes with an exclusive Rosalía poster, making it a fun pick for both collectors and fans who want a little piece of her stage style on display.

Jennie Fashion Doll with Collectible Poster

Why we like it

L.O.L. Surprise! is bringing a little star power to the toy aisle with this Jennie-inspired fashion doll. It captures her signature style with a more detailed look, a stage-ready outfit inspired by one of her real outfits, and a collectible poster tucked inside for fans to display. Fans snapped this one up quickly, so don’t be surprised if you have to wait for the next restock.

#L.O.L #Surprise #Music #Festival #collection #buy #Jennie #Rosalía #dolls">L.O.L. Surprise! Music Festival collection: Where to buy Jennie and Rosalía dolls

After a decade of surprise-filled unboxings, L.O.L. Surprise! is stepping onto the main stage. The collectible toy brand is celebrating its 10th anniversary with the L.O.L. Surprise! Music Festival, a yearlong campaign packed with new dolls, festival-inspired collectibles, and headline-worthy collaborations.

The biggest draw? Music icons Jennie from BLACKPINK and Rosalía are making their L.O.L. Surprise! doll debuts with collectible looks inspired by their signature styles. Beyond the artist collaborations, the lineup brings new doll looks, refreshed packaging, and a range of festival-themed collectibles for fans to discover.

Here’s everything launching in the L.O.L. Surprise! Music Festival collection and where to buy it.

Music Festival Tots with Collectible Vinyl Albums

Why we like it

The L.O.L. Surprise! Music Festival Tots brings the music theme to life with eight dolls inspired by different genres, including K-pop, Latin, pop, hip-hop, country, indie, pop-punk, and scene.

Each Tot comes inside a pink disco ball that doubles as a collectible display piece and a mini reveal experience — spin the included vinyl record to open compartments filled with fashion and accessories. With fresh doll designs, seven surprises to unbox, and a chance to find a rare shiny disco ball, these are made for collectors who enjoy the thrill of the reveal.

Music Festival Headliners Tots Global Music Artist Dolls

Why we like it

If your kid (or your inner collector) has a favorite music icon, these L.O.L. Surprise! Music Festival Headliners Tots bring that fan energy into a tiny collectible package. Each Tot is inspired by the style of Jennie or Rosalía, featuring cool outfits based on their real-world looks, plus a mini poster and a collectible trading card to enhance the experience.

The heart-shaped L.O.L. ball doubles as a keychain, so fans can take their favorite artist-inspired Tot anywhere. With seven surprises to unbox, including outfits, shoes, and accessories, there’s plenty of reveal excitement before the tiny headliner hits the stage. Collect all four Tots to build out the full Music Festival lineup.

Music Festival Furniture Packs

Why we like it

The L.O.L. Surprise! Music Festival Furniture Packs are a fun way to turn the collection into a full-on festival setup. Instead of just collecting dolls, kids can build out their own mini concert world with spaces like the Main Stage, DJ Booth, Neon Arcade, and Roller Disco. Each pack also comes with an exclusive Tot, giving collectors another character to add to the lineup.

Rosalía Fashion Doll with Collectible Poster

Why we like it

Rosalía fans will instantly recognize the bold, trendy vibe behind this L.O.L. Surprise! Rosalía Fashion Doll. The look is inspired by one of Rosalía’s iconic outfits, with a bold style that feels very much like the singer’s stage persona. It also comes with an exclusive Rosalía poster, making it a fun pick for both collectors and fans who want a little piece of her stage style on display.

Jennie Fashion Doll with Collectible Poster

Why we like it

L.O.L. Surprise! is bringing a little star power to the toy aisle with this Jennie-inspired fashion doll. It captures her signature style with a more detailed look, a stage-ready outfit inspired by one of her real outfits, and a collectible poster tucked inside for fans to display. Fans snapped this one up quickly, so don’t be surprised if you have to wait for the next restock.

#L.O.L #Surprise #Music #Festival #collection #buy #Jennie #Rosalía #dolls

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