There's a certain moment in Stalker 2: Heart of Chornobyl's story, that if activated, will mark as a point of no return for the player. What this essentially means is that players will be locked out of exploring the zone, finishing up any pending side-quests, or simply collecting any artifacts that were missing in their collection. After crossing said point, you'll be put on a linear path that leads toward one of the endings of the game.

Every character in Dragon Quest 3 Remake begins the game by taking a personality quiz to determine their personality type. While many new players may think this process is innocuous, the truth is that it is an extremely important part of maximizing your character's potential. There is a huge variety of personality types in DQIII Remake, but here we are going to focus on one of the most popular: Vamp. In this guide, we will explain how to start the game with the Vamp personality, and how to get it later in your journey.

The genre of first-person shooters goes back to 1992 when Wolfenstein 3D made its way to the DOS. At the time, it was one of the most innovative games in terms of graphics and gameplay, as most other titles on Nintendo and DOS were either 2D platformers, role-playing games, or puzzle games.

Some people still don't believe the two faces are the same colour.

The reference frames from which observers view quantum events can themselves have multiple possible locations at oncean insight with potentially major ramifications.

MacworldOk, weve been waiting for an affordable cloud storage offer that also gives us ample room for our important files, including the incredible amount of videos of our pets. When it comes to cloud storage, FileJump is the Goldilocks of cloud solutionsnot too pricey, not too basic, but just right.Offering 2TB of secure, lifetime cloud storage for only $69.97, this is the no-brainer deal that must be scooped up ASAP. Its fast, reliable, and free of recurring feesexactly what you need to keep your digital life organized this coming year.With an intuitive drag-and-drop interface, uploading and managing your files is as effortless as it should be. Need to preview a video, spreadsheet, or photo? FileJump lets you view your media without the hassle of downloading it first.Your files are protected with 256-bit AES end-to-end encryption, so whether youre syncing family photos, work presentations, or entire archives, you can rest easy knowing your data is secure. Plus, with no speed limits and unlimited downloads, FileJump gives you a truly unrestricted cloud storage experience.For collaboration, FileJump makes sharing files a breeze. Easily generate shareable links or grant access to teammates and clients in seconds.Dont miss out on this unicorn of a deal.Get 2TB of FileJump storage for just $69.97 (reg. $467) for a limited time.FileJump 2TB Cloud Storage: Lifetime Subscription $69.97Get It HereStackSocial prices subject to change.

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The development of Transformer models has significantly advanced artificial intelligence, delivering remarkable performance across diverse tasks. However, these advancements often come with steep computational requirements, presenting challenges in scalability and efficiency. Sparsely activated Mixture-of-Experts (MoE) architectures provide a promising solution, enabling increased model capacity without proportional computational costs. Yet, traditional TopK+Softmax routing in MoE models faces notable limitations. The discrete and non-differentiable nature of TopK routing hampers scalability and optimization, while ensuring balanced expert utilization remains a persistent issue, leading to inefficiencies and suboptimal performance.Researchers at Tsinghua University have proposed ReMoE (ReLU-based Mixture-of-Experts), a new architecture that addresses these limitations. ReMoE replaces the conventional TopK+Softmax routing with a ReLU-based mechanism, enabling a fully differentiable routing process. This design simplifies the architecture and seamlessly integrates with existing MoE systems.ReMoE employs ReLU activation functions to dynamically determine the active state of experts. Unlike TopK routing, which activates only the top-k experts based on a discrete probability distribution, ReLU routing transitions smoothly between active and inactive states. The sparsity of activated experts is controlled using adaptive L1 regularization, ensuring efficient computation while maintaining high performance. This differentiable design also allows for dynamic allocation of resources across tokens and layers, adapting to the complexity of individual inputs.Technical Details and BenefitsReMoEs innovation lies in its routing mechanism. By replacing the discontinuous TopK operation with a continuous ReLU-based approach, ReMoE eliminates abrupt changes in expert activation, ensuring smoother gradient updates and improved stability during training. Additionally, ReMoEs dynamic routing mechanism allows for adjusting the number of active experts based on token complexity, promoting efficient resource utilization.To address imbalances where some experts might remain underutilized, ReMoE incorporates an adaptive load-balancing strategy into its L1 regularization. This refinement ensures a fairer distribution of token assignments across experts, enhancing the models capacity and overall performance. The architectures scalability is evident in its ability to handle a larger number of experts and finer levels of granularity compared to traditional MoE models.Performance Insights and Experimental ResultsExtensive experiments demonstrate that ReMoE consistently outperforms conventional MoE architectures. The researchers tested ReMoE using the LLaMA architecture, training models of varying sizes (182M to 978M parameters) with different numbers of experts (4 to 128). Key findings include:Improved Performance: ReMoE achieves better validation loss and downstream task accuracy compared to TopK-routed MoE models.Scalability: The performance gap between ReMoE and conventional MoE widens with an increasing number of experts, showcasing ReMoEs scalability.Efficient Resource Allocation: ReMoE dynamically allocates computational resources to more complex tokens, optimizing performance while maintaining efficiency.For example, on downstream tasks such as ARC, BoolQ, and LAMBADA, ReMoE demonstrated measurable accuracy improvements over both dense and TopK-routed MoE models. Training and inference throughput analyses revealed that ReMoEs differentiable design introduces minimal computational overhead, making it suitable for practical applications.ConclusionReMoE marks a thoughtful advancement in Mixture-of-Experts architectures by addressing the limitations of TopK+Softmax routing. The ReLU-based routing mechanism, combined with adaptive regularization techniques, ensures that ReMoE is both efficient and adaptable. This innovation highlights the potential of revisiting foundational design choices to achieve better scalability and performance. By offering a practical and resource-conscious approach, ReMoE provides a valuable tool for advancing AI systems to meet growing computational demands.Check out the Paper and GitHub Page. All credit for this research goes to the researchers of this project. Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our60k+ ML SubReddit. Sana Hassan+ postsSana Hassan, a consulting intern at Marktechpost and dual-degree student at IIT Madras, is passionate about applying technology and AI to address real-world challenges. With a keen interest in solving practical problems, he brings a fresh perspective to the intersection of AI and real-life solutions. [Download] Evaluation of Large Language Model Vulnerabilities Report (Promoted)

Xfinity leads overall in Tallahassee, but CNETs internet experts have picked other top options for you to consider, too.

8.1 /10 SCORE Our Verdict Our Verdict Best for: Back sleeper Combo sleeper Stomach sleeper Score Breakdown Performance 9 /10 Policies 7 /10 Durability 7 /10 Features 8 /10 Pros and Cons Pros Supportive enough to handle heavier people Cooling cover is accommodating for hot sleepers Great value for a cooling, memory foam hybrid mattress Nice firmness for combination sleepers Cons Not the best option for those on a budget under $500 Not the most pressure-relieving bed for strict side sleepers Not ideal for people who dislike memory foam Table of Contents Sleeping hot can be unpleasant. If you tend to overheat at night, you need a mattress with breathable materials and advanced airflow technologies to keep you comfortable. The problem is that most of these mattresses carry a hefty price tag. The good news? There are a number of budget-friendly options as well, like Sealy's Cocoon Chill Hybrid. Sealy is one of the largest bedding manufacturers in the world. If you were to walk into a brick-and-mortar mattress store today, chances are you'd see a Sealy bed somewhere. But Sealy doesn't just dominate the traditional mattress market. When it comes to the bed-in-a-box space, the brand has carved a strong presence with its Cocoon line.Sealy has two Cocoon mattresses: the Chill Memory Foam and the Chill Hybrid. They're basically the same bed but with different support systems. In this review, I'll focus on the hybrid version of the mattress. I'll discuss everything you should know about it, including who it's best for.Video: Cocoon Chill mattress reviewWatch me review the Cocoon Chill mattress in this video review. First impressions of the Cocoon Chill Hybrid Jonathan Gomez/CNETThe Cocoon Chill Hybrid mattress ships the same way as your average online bed, inside a tall cardboard box compressed tightly in plastic. When it showed up, I simply dragged it inside, ripped off all the packaging and watched as the bed expanded.Unlike the all-foam model, which took a while to inflate, the coils in the Cocoon Chill Hybrid caused the bed to expand out of its packaging quickly. It popped into shape almost instantly, but I still gave the comfort foams on top a night to fully inflate.In the morning, the bed looked right as rain, now resembling the bed advertised online. I took this as a sign that it was ready to be tested. When I pressed into the bed and let go, I noticed that the bed was slower to respond on top, but the springs on the bottom made it a bit more responsive than the all-foam version. When I hopped on, I immediately felt the sensation of memory foam working its magic.Cocoon Chill Hybrid mattress firmness and feelWhat does the Cocoon Chill Hybrid feel like?This mattress has a responsive memory foam feel. The memory foam on top of the bed conforms to the shape of your body nicely, but the coils below offer a nice amount of responsiveness. This makes switching sleeping positions on this bed relatively easy.This type of feel is nice to have in your next bed if you like memory foam but only want a slight sink-in quality. If you're a diehard fan of dense memory foam, you might just prefer a Nectar or Tempur-Pedic bed or even the all-foam rendition of the Cocoon Chill. Here, though, you're getting a generally responsive bed with a slight memory foam feel on top -- sometimes, just a bit of memory foam is all you need. Jonathan Gomez/CNETHow firm is the Cocoon Chill Hybrid mattress?The hybrid version of this mattress has an accommodating firmness profile that'll work for just about anyone. It's a proper medium on our scale. It should work fine for all sleeping styles but is most suitable for side and combination sleepers. If you're a back or stomach sleeper seeking a firmer mattress, the foam version of the Cocoon Chill might work slightly better for you.When it comes to mattresses in general, judging firmness is a subjective thing from person to person. Since heavier people sink into beds more than petite-sized folks, bigger body types will likely find the bed to feel softer than the average Joe. At CNET we try to rank firmness based on the size of the average person, someone around 180 pounds. Since there currently isn't an expressly soft model of this bed, a strict side sleeper may want to look elsewhere. Check out our Best Mattress for Side Sleepers list for some better picks for this preference.Cocoon Chill Hybrid mattress constructionThis is a hybrid mattress that's 12 inches thick and comprised of the following layers: Jonathan Gomez/CNET1. On the bottom, there's a thin layer of base foam to provide a foundation for all the other layers to rest on.2. Then you have a layer of pocketed coils, which act as the bed's main support system.3. Above the support layer is a more responsive foam that acts as a transition layer for the mattress4. On top, there's a layer of gel memory foam to provide the bed's main comfort layer.5. Wrapping the mattress up is a cooling cover. It features a phase change material to help actively cool you down at night while you sleep.Cocoon Chill mattress performanceMotion isolationThis refers to how well a bed absorbs cross-mattress movement, and the Cocoon Chill Hybrid performs well in this category. The foam version of this bed might absorb a bit more motion than the hybrid, but both should deaden lots of cross-mattress movement. Memory foam beds usually have the best motion isolation, as memory foam itself doesn't reverberate as much motion as latex foam or even neutral foam. Light sleepers shouldn't have many issues with this mattress.Edge-to-edge supportThe edge support is great on the Chill Hybrid. Since the coils are reinforced along the edges of this mattress, you should find the perimeter of the bed to be quite sturdy under pressure. If you or your partner happen to sleep close to the edges of the mattress, you can rest easy knowing you won't be falling off the bed anytime soon. Jonathan Gomez/CNETTemperatureThis is obviously one of the main advantages of this mattress -- I mean, it's called the Cocoon Chill for a reason. This bed will help actively cool you down on a nightly basis, if not help you sleep temperature neutral. The bed itself is noticeably cool to the touch, but once your bedding is on the mattress, it's hard to determine if you'll still feel much of that cooling effect. Still, that phase change cover will help keep you sleeping at least temperature neutral, and I can't see this mattress warming up on you if you're an especially hot sleeper.DurabilitySimilar to edge support, the Chill Hybrid will be the slightly more durable support option. Since the Chill Memory Foam is an all-foam mattress, it's not going to be as durable as the hybrid version, but it should still last you for several years to come. Dense support foams just aren't as durable as steel coils, so durability is definitely something to keep in mind with this bed. Luckily, you do have some support options to consider with this mattress, and either should last the average sleeper quite a while.Who is the Cocoon Chill Hybrid mattress best for?Depending on the support option you choose, the Cocoon Chill could work for a variety of sleepers out there. Here's who I think will benefit the most from sleeping on this bed.Sleeping positionSince the Chill Hybrid is around a medium, it should be able to accommodate all sleeper types, especially combination sleepers. Primary back or stomach sleepers may enjoy the firm profile of the all-foam Cocoon Chill, but side sleepers should probably look elsewhere. The DreamCloud Premier Rest is a softer memory foam mattress that might appeal to this preference more. Jonathan Gomez/CNETBody typeThe Cocoon Chill Hybrid will be supportive enough to handle all body types, including heavier individuals. Since it's an all-foam bed, the Cocoon Chill Memory Foam will work best for medium to petite-sized people.You could get by on the Chill Memory Foam if you're a bit bigger, but just know that all-foam beds will likely degrade underneath you over time slightly faster than a hybrid bed. Pocketed coils are designed to support a substantial amount of weight on a nightly basis, making them the superior alternative when it comes to long-term support.Cocoon Chill mattress pricing undefined SizeMeasurements (inches)Price Twin 38x75 inches$839Twin XL 38x80 inches$989Full 54x75 inches$1,129Queen 60x80 inches$1,389King 76x80 inches$1,699Cal King 72x84 inches$1,699 This pricing reflects what's currently offered for the hybrid version of the bed. Keep in mind that you could save a couple hundred bucks by going with the all-foam version. For a memory foam mattress with some active cooling features, that's a great value either way you cut it.Sealy, as a brand, usually offers nice discounts on the Cocoon Chill. After you apply one to the Chill Hybrid, you'll be paying closer to the $900 range for a queen size. The brand even likes to bundle in free or discounted sleep accessories with every mattress purchase, which is nice if you're looking for more of a sleep setup.Trial, shipping and warrantyAs a brand, Sealy backs the Cocoon Chill with above-average policies. Its beds ship to you in a box for free, and once it's in your possession, you get a 100-night trial period to try it at home risk-free. If you happen not to like it within that time frame, you can return it for completely free, but if you decide to keep it, you're backed by a 10-year limited warranty. Just be sure to use the right foundation for the bed. Otherwise, you could void your bed's warranty.How does Cocoon Chill compare to other mattresses?Cocoon Chill vs. NectarThese are two more affordable memory foam mattresses that can be found online nowadays. Both beds do come in an all-foam or hybrid version, but there are many things that set each apart. Nectar has more generous policies compared to Cocoon Chill. You get an entire year to try the bed before it's officially yours, and it's backed by a forever warranty if you decide to keep it. The flagship Nectar is also a bit firmer than the Cocoon Chill, and it's also slightly firmer at a proper medium-firm. Compared to the Chill Hybrid, the Nectar mattress is also slightly more affordable, but the Chill Hybrid has the cooling edge for hot sleepers. Cocoon Chill vs. Bear MattressMuch like the Nectar Mattress, the Cocoon Chill is similar to the Bear Original. Both have a memory foam feel, but Bear's is a bit denser and also slightly firmer. The more affordable option is the Bear Original, but the cooler sleeping bed is the Cocoon Chill. I'd say fans of memory foam will enjoy either bed, especially those on more of a budget. If you have more money to spend on your next mattress, Bear, as a brand, has many more beds worth your consideration as well. The final verdictIf you're a hot sleeper who's looking for a memory foam mattress that's right around a medium, and you'd like a supportive hybrid bed with some active cooling qualities, the Chill Hybrid might be your cup of tea. Jonathan Gomez/CNETYou might like the Cocoon Chill Hybrid mattress if:You want an affordable hybrid optionYou're interested in a memory foam mattressYou like a bed with a medium firmnessYou're a heavier person who needs a supportive bedYou might not like the Cocoon Chill Hybrid bed if:You're looking for an all-foam mattressYou don't need the additional support of a hybrid bedYou're looking for a softer or firmer mattressYou're not a big fan of memory foam bedsCocoon Chill mattress FAQs What is the firmness level of Cocoon Chill Hybrid? The Cocoon Chill Hybrid sits right around a medium on our scale. This makes the bed most suitable for combination sleepers who rotate around at night, but it could also work for all sleep styles. It's not the most pressure-relieving bed for side sleeping or the first option for back and stomach sleeping, but it could work fine for both of those preferences. Show more Does Cocoon Chill come in a box? The Cocoon Chill beds ship in a box for free. The unboxing process is the same as any other bed-in-a-box option online. You just drag it inside, rip off all the plastic and then the mattress will expand rapidly before your eyes. If you go with the Chill Memory Foam, it might take longer to fully inflate than the Chill Hybrid, but both should be ready to sleep on after a full night of expansion. Show more How long do Cocoon Chill beds last? A Cocoon Chill bed should last you for the next seven to 10 years, if not longer. Since hybrid beds are typically more durable than all-foam ones, you may be getting more from the Chill Hybrid long term. That said, both support options should last you for several years. Show more