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RMM: Reinforced Memory Management for Class-Incremental Learning Supplementary Materials

Neural Information Processing Systems

This is supplementary to Section 5.2 " This is supplementary to Section 5.2 " This is supplementary to to Section 5.1 " This is supplementary to Section 5.2 " To evaluate the performance of our RMM in unknown scenarios, we supplemented the experiments of using the policy functions trained "in distinct numbers of phases" and "on different datasets" and show the testing results of CIFAR-100 in Table S5. ", using the policy learned on "ImageNet-Subset, For example, Row 5 is for training the policy on "ImageNet-Subset, This is supplementary to Section 5.2 " In Table S6, we can see the clear improvements, e.g., ImageNet-Subset [4]) are available in Table S7. No. Method Policy learned on N =5 N =10 N =25 1 Baseline - 49.02 44.59 38.23 2 w/ RMM ImageNet-Subset 53.15 50.05 42.89 This is supplementary to Section 5.2 " This is supplementary to Section 5.2 " We run our experiments using GPU workstations as follows, 4 No. Method Memory budget of exemplars N =5 N =10 N =25 1 Baseline 1000 64.31 60.97 58.77 2 w/ RMM (ours) 1000 68.20 65.57 Row 1 (baseline) is from the sota method POD-AANets [10].


'MythBusters' star Adam Savage explores longevity and life hacks: 'There's no magic secret'

FOX News

Tested's Adam Savage paired up with Medtronic to offer his commentary on what can contribute to a longer lifespan, including possible differences between men's and women's health. Former "MythBusters" star Adam Savage is exploring the science of longevity, asking how lifestyle choices, stress and even sleep affect how long we live. Savage, now a YouTube creator and head of the channel Tested, has partnered with health technology company Medtronic to engage in discussions about longevity. While not a researcher himself, he has taken a deep dive into scientific insights from experts and reflected on his own experiences. "Longevity has always been a fascination for me," Savage told Fox News Digital in an exclusive interview.


23 Best Early Prime Day Deals on Products We've Tested (2024)

WIRED

Another Amazon Prime Day event is set to run on October 8 and 9, but you don't have to wait another week to bag a bargain. After trawling the world's favorite online store, aisle by digital aisle, we've found the best early Prime Day deals for those looking to get a jump on their shopping. The WIRED Reviews team tests products year-round and uses multiple price-tracking tools to filter the noise. Our deals coverage is different because we begin by cross-referencing our buying guide recommendations. Throughout our Prime Day deals coverage, we only recommend products that someone on our team has personally tested and would recommend buying.


I Tested a Next-Gen AI Assistant. It Will Blow You Away

WIRED

The most famous virtual valets around today--Siri, Alexa, and Google Assistant--are a lot less impressive than the latest AI-powered chatbots like ChatGPT or Google Bard. When the fruits of the recent generative AI boom get properly integrated into those legacy assistant bots, they will surely get much more interesting. To get a preview of what's next, I took an experimental AI voice helper called vimGPT for a test run. When I asked it to "subscribe to WIRED," it got to work with impressive skill, finding the correct web page and accessing the online form. If it had access to my credit card details I'm pretty sure it would have nailed it.


Engadget Podcast: Meta Quest 3 and Pixel 8 reviews (Guest: Norm Chan from Tested)

Engadget

The Meta Quest 3 is here, and it's the best standalone VR headset we've ever seen. But is that enough to make people care about virtual reality? In this episode, Devindra and Senior Writer Sam Rutherford chat with Tested's Norm Chan about the Quest 3 and Meta's mixed reality future. While the company's vision of the metaverse is pretty sterile, it's still nice to see Meta learning from the mistakes of the Quest Pro. Sam also dives into his Pixel 8 and Pixel 8 Pro reviews, as well as his thoughts about the Pixel Watch 2. We also dive into Wired's retraction of an op-ed claiming that Google manipulated your search queries, as well as Twitter/X's complete inability to deliver accurate news during the Hamas and Israel conflict.