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Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks
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ํํฐ ๋ณด๊ธฐ๋ด์ค ์ฌ๋ฆฌ ์ง์๊ท ํ49์์ธ โพ
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๊ทน๋จ ๋ถ์ ๋ถ์ ์ค๋ฆฝ๊ธ์ ๊ทน๋จ ๊ธ์
์ต๊ทผ 7์ผ ๊ธฐ์ค 11,301๊ฑด์ ๋ถ์ํ ๊ฒฐ๊ณผ, ๋ด์ค ์ฌ๋ฆฌ์ง์๋ 48.8(๊ท ํ)์ ๋๋ค. ๊ธ์ 1,104๊ฑด(9.8%)ยท์ค๋ฆฝ 8,134๊ฑด(72.0%)ยท๋ถ์ 2,063๊ฑด(18.3%)์ด๋ฉฐ, ์ค๋ฆฝ ๋น์ค์ด ๋๋ ทํ๊ฒ ๋์ต๋๋ค. ์ฑํฅ ์ง์๋ ์ข ํฉ 22.5(๋ณด์ ๊ฒฝํฅ)์ ๋๋ค.
๊ธ์ 1,104
์ค๋ฆฝ 8,134
๋ถ์ 2,063
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๋ฏธ๋์ด ์ฑํฅ๋ณด์ ๊ฒฝํฅ ยท 22.5
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L 1,991 ยท C 3,426 ยท R 4,144
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์ ๋ฐ์ ์ฑํฅํ๋ณธ ๋ถ์กฑ ยท 0.0
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ํฉ ์ฑํฅ๋ณด์ ๊ฒฝํฅ ยท 22.5
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์ต๊ทผ 24์๊ฐ
Washington Examiner
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Retire the copper, not the customer
America is in a global race for technological leadership. China understands this. Beijing is investing aggressively to dominate artificial intelligence, smart manufacturing, advanced communications, and next-generation digital infrastructure. It shows no sign of slowing down. The question for the United States is simple: Will we build the networks of the future or keep spending billions [โฆ]
Hacker News Front Page
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Flat Datacenter Networks at Scale at Amazon
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OilPrice
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Chinaโs Subsidy Machine Is Reshaping Global Capitalism
The COVID-19 pandemic and the geopolitical conflicts to follow exposed severe weaknesses in global supply networks, prompting governments, caught off guard and complacent, to pour money into critical sectors like semiconductors, critical minerals, and pharmaceuticals to prevent future shortages and reduce dependence on geopolitical rivals. Consequently, governments across the globe have increasingly been doling out state subsidies to local firms in a bid to secure supply chains, accelerate the transition to green energy, and protect domestic manufacturingโฆ
IEEE Spectrum
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๊ธ์ ์ IEEE Celebrates Technologyโs Brightest Minds at Annual Event
New York City was the backdrop of this yearโs IEEE Honors Ceremony, held on 24 April. The event celebrates engineering pioneers who have developed technologies that have changed how people connect and learn about the world. This yearโs celebrants included the engineers behind innovations such as text-to-donate technology, AI-powered diagnostic tools, and the graphics processing unit, among many others. Prior to the Honors Ceremony, IEEE hosted a forum on 23 April for a select group of early-career achievers to exchange ideas and experiences with laureates and awardees, speakers, and IEEE leaders. Attendees from around the world, working in a variety of technical areas, shared their journeys and explored the intersections of technologies, disciplines, and missions. The event culminated in Friday eveningโs black tie Honors Ceremony, where IEEE celebrated medal laureates, including Jensen Huang, who received IEEEโs highest recognition, the IEEE Medal of Honor. Huang is a cofounder of Nvidia and its chief executive. โIEEE has always been a home to those who see the future before others see it,โ Mary Ellen Randall, IEEE president and CEO, said in her welcome speech. Video highlights and photos from the event are available on the IEEE Awards website. Exploring mission-driven tech and AI in art Friday morning began with a conversation between Randall and Marian Croak, the recipient of this yearโs IEEE Founders Medal. Croak was honored for โleadership in communication networks, including acceleration of digital equity, responsible artificial intelligence, and the promotion of diversity and inclusion.โ Croak, who serves as vice president of engineering at Google, headquartered in Mountain View, Calif., pioneered Voice over Internet Protocol (VoIP) technologies. When a person speaks into a telephone, VoIP converts their voice into digital signals that are transmitted over the Internet rather than traditional phone lines. Her work enabled audio and video conferencing. She also developed text-to-donate technology to raise money for those affected by Hurricane Katrina, which devastated New Orleans in 2005. The technology enables customers to donate money to a charity via their mobile service provider, which then bills them. โEmpathy has always been a driving force in the engineering that Iโve done,โ she said. She shared advice on how to stay creative: โGet out of the office. Go to an art museum, exercise, or play with children.โ Croak said her grandchildren inspire her. An inside look at microchips During Friday eveningโs Honors Ceremony cocktail hour, attendees explored the history of microchips at the IEEE Global Museumโs Microchips That Shook the World exhibit. The Global Museum, an IEEE History and Heritage program, develops traveling and digital exhibits focused on the history of technology. The museumโs mission is to promote awareness of how technological progress unfolds over generations and how engineers and researchers build on past achievements to benefit humanity. Drawing from IEEE Spectrumโs Chip Hall of Fame, the Microchips That Shook the World exhibit conveys the roles integrated circuits play in fields such as signal processing, audio engineering, and telecommunications. Co-curators Stephen Cass, Spectrumโs special projects editor, and Daniel Mitchell, the IEEE senior historian, served as onsite docents for guests. The Commodore 64, one of the artifacts on display, brought up many treasured childhood memories for guests who used the home computer. The exhibit also featured a preview of IEEEโs immersive video project โInside the Microchip,โ which delves beneath the silicon surface of the Nvidia NV20 microchip thanks to forensic photography and sophisticated computer-generated renders. The video, which will be released later this year, aims to teach preuniversity students about the technology. Microchips that Shook the World is possible thanks to donations from semiconductor company ASML, the Bill and Dianne Mensch Foundation, and the IEEE Electron Devices and IEEE Electronics Packaging societies The daytime program also spotlighted AIโs use in the visual arts. Kathleen Kramer, the 2025 IEEE president, interviewed artist Refik Anadol, who is scheduled to open an AI art museum on 20 June in Los Angeles. Datalandโs exhibits are powered by an open-access model developed by Anadolโs studio. For the museumโs first exhibition, โMachine Dreams: Rainforest,โ the model collected visual data about the natural world from the Smithsonian National Museum of Natural History, Londonโs Natural History Museum, and the Cornell Lab of Ornithology, with their permission. The information, including up to a half billion images, will form the basis for a variety of AI-produced art, Anadol said. Anadol said he was inspired to mix AI with art by the movie Blade Runner. He said he believes โmachines can become collaborators,โ as โdata is a form of pigment.โ Data also plays an important role in the work of artist and author Giorgia Lupi. The artist is a partner at design firm Pentagram. Lupi said she uses data to tell stories, including chronicling her struggles with a chronic illness. โData is an abstraction of our reality,โ she said. One of her recent projects, โA Data Love Letter to the Subway,โ was shown last year in the Dey Street Passageway in New York City. The video was made using data from the Metropolitan Transportation Authority about each train line, including timetables, ridership, and peopleโs travel habits. Based on the information Lupi gathered, she documented how commuters traveling on different subway lines encountered one another without realizing it. By exploring data on this yearโs IEEE award recipients, she collaborated with IEEE to create an animated video illustrating the shared pathways and collaborations among the honorees. It debuted at the Honors Ceremony. Honoring engineering giants The Honors Ceremony, held at Cipriani 42nd Street, recognized more than 20 laureates and innovators. More than 92 million selfies are taken worldwide every day, PhotoAiD estimates. A selfie wouldnโt be possible without Eric Fossumโs invention of the CMOS image sensor. Developed at NASAโs Jet Propulsion Laboratory, in Pasadena, Calif., the โcamera on a chipโ was intended for use in space, but it is now found in smartphones, medical devices, and vehicles. Fossum, an IEEE Life Fellow, received the IEEE Jun-ichi Nishizawa Medal, which recognizes outstanding contributions to materials and device science and technology. โEngineering is a pursuit of what must be possible. [IEEE is] the spirit, the conscience, of our profession.โ โJensen Huang, founder and CEO of Nvidia The medal, he said, โis at the top of the IEEE staircase of being recognized by your peers.โ The IEEE Holonyak Medal for Semiconductor Optoelectronic Technologies went to Steven P. DenBaars, a professor of materials and electrical and computer engineering at the University of California, Santa Barbara. DenBaars was honored for his work in semiconductors, which laid the foundation for high-resolution LED and laser displays, modern solid-state lighting, and more. โThis work has always been a team effort...Iโm excited and curious about the role gallium nitride micro LEDs will play in optical communications,โ he said in his acceptance speech. The ceremony ended with the Medal of Honor presentation to Huang, who received a standing ovation. He was recognized for his โleadership in the development of graphics processing units and their application to scientific computing and artificial intelligence.โ The IEEE honorary member donated his cash prize to IEEE TryEngineering, which provides teachers with a library of lesson plans and offers educational summer camps. The Jen-Hsun and Lori Huang Foundation matched his gift, and the additional donation is destined to fund scholarships for new graduates. โEngineering is a pursuit of what must be possible. [IEEE is] the spirit, the conscience, of our profession,โ Huang said.
Washington Examiner
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๊ธ์ ์ A win for families: The FCC is making TV ratings matter again
Parents, not networks, should decide what kinds of programming their children watch, which is why ratings exist. But a rating system that withholds material facts about its content is no longer a reliable filter โ it is a blindfold. Congress passed the Telecommunications Act of 1996 based on this very premise. The law pressed the [โฆ]
Washington Examiner
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Why regime change did not happen in Iran
Military campaigns by external powers, combined with psychological warfare against authoritarian regimes, can be highly effective in weakening morale, encouraging dissent, and creating instability. However, if poorly calibrated, it may also generate excessive excitement and emotional overreaction among the population, ultimately exposing opposition networks to the regimeโs security apparatus. In highly totalitarian systems, emotional mobilization [โฆ]
Hacker News Front Page
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Softmax: Why neural networks need non-linearity? life isn't straight-line simple
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NBC News Top Stories
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๋ถ์ ์ Inside the worldโs scam capital, where enslaved workers are forced to defraud Americans online
Five young men thought they were going to Cambodia to intern at a casino. Instead they say they became enslaved in one of the worldโs most sophisticated fraud networks.
OilPrice
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Regional Leaders Back Taliban Trade Ties While EU Holds the Line
Top level officials from Central and South Asia convened in Tashkent on June 4 to discuss regional trade and connectivity under a format known as the Termez Dialogue. Participants were unanimous in seeing a strategic need to weave Afghanistan into regional trade networks, but discussion on specific tactics to achieve that aim did not feature prominently at the gathering. For Central Asian states, the shortest route to a seaport runs through Afghanistan. But there are broader reasons for deepening engagement with the Taliban leadership, Bakhromjonโฆ
Fox News
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Rubio sanctions Cuban groups with ties to US nonprofit network funded by communist donor Neville Roy Singham
Secretary of State Marco Rubio sanctioned five Cuban entities including ICAP, targeting networks he says enable Cuba's subversive radical operations.
Breitbart
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FCC's Brendan Carr Seeks Comment on How to Protect Children from Excessive Screen Time
The FCC on Wednesday launched a proceeding that seeks to review the agency's nearly $3 billion E-Rate program to ensure that E-Rate-funded networks are being used to protect America's children. The post FCCโs Brendan Carr Seeks Comment on How to Protect Children from Excessive Screen Time appeared first on Breitbart.
MarketWatch
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๋ถ์ ์ CrowdStrikeโs stock falls as investors find more reason to pan cybersecurity earnings
Like Palo Alto Networks before it, CrowdStrike beats financial expectations but sees its stock get punished
OilPrice
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๋ถ์ ์ Kazakhstan Turns to U.S. Water Experts as Scarcity Threat Looms
Kazakhstan is turning to a US government agency for help on water conservation. Experts from the Kazakh water-management agency Kazvodhoz held talks recently with representatives of the US Bureau of Reclamation on ways to reduce water use in the agricultural sector, the Kazakh news outlet InBusiness.kz reported. The US Embassy in Astana facilitated the discussions. "The parties paid particular attention to the implementation of digital water metering and telemetry systems within irrigation networks," Kazakhstanโs Ministry ofโฆ
MarketWatch
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๋ถ์ ์ Three reasons Palo Alto Networksโ stock is falling in the face of upbeat earnings
Analysts attribute the stock drop to profit-taking, the timing of AI contributions and changes to reporting conventions.
IEEE Spectrum
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๊ธ์ ์ What It Takes for Future-Ready Power Distribution
This sponsored article is brought to you by Black & Veatch. The biggest challenge facing utilities today isnโt what it seems. Itโs not demand, even as load growth accelerates. Itโs not extreme weather, even as โmajor eventsโ become routine. Itโs not cybersecurity, even as connections expand across the grid. The real challenge is this: Distribution systems were designed for a different reality. Long gone are the days of predictable demand, one-way power flow and isolated disruptions. At Black & Veatch, we see that leading utilities are no longer debating whether to modernize. Theyโre deciding how quickly they can do it, and how to do it at scale. Across grid modernization programs globally, three truths consistently emerge. They define what it takes to prepare the distribution system for whatโs next: 1. Outage response is not a resilience strategy Resilience is being redefined in real time. A strategy centered on mobilizing crews and restoring service as quickly as possible is reactive, and increasingly insufficient. Resilience has to shift upstream into integrated system design. That starts with hardening. Stronger poles, undergrounding and structural upgrades all have a role, particularly in high-risk corridors. Weโre also seeing meaningful gains from how the network is configured and how quickly it can respond without waiting on manual intervention. This is where distribution automation programs can change outcomes. Strategically placed reclosers, automated switches and fault indicators help contain disruptions before they spread. When combined with feeder reconfiguration and updated protection strategies, distribution automation investments allow utilities to set more aggressive recovery targets and achieve measurable reductions in outage duration and customer impact. 2. Future-readiness depends on DERs at scale Forecasting is less and less reliable. Only 19 percent of utilities report strong confidence in their ability to predict future load growth, according to the Black & Veatch 2025 Electric Report. Distributed Energy Resources (DERs) like solar, storage, EVs and behind-the-meter generation are exciting solutions; but they fundamentally change how the system operates. Power is no longer just delivered. Itโs injected, stored and redirected in ways the system was never designed to manage. At scale, these challenges show up quickly โ particularly on feeders where distributed generation is approaching or exceeding hosting capacity. Protection coordination becomes more difficult when fault current comes from multiple directions. Voltage becomes less predictable as generation fluctuates throughout the day. And planning models must now account for highly variable, location-specific behavior. Distribution modernization is fundamentally changing how the system is designed and operated so it can absorb disruption, manage bi-directional flows and respond in real time. Adapting to bi-directional power flow requires more than incremental updates. Leading utilities are responding by building flexibility into the system, moving beyond static assumptions toward dynamic hosting capacity and interconnection studies, planning that incorporates DER, EV adoption and localized load growth, and infrastructure aligned with the communications and control needed to manage it. 3. The edge must be intelligent, visible and secure As system stress and complexity increase, utilities need far greater visibility and control over the network. Historically, utilities relied on customer calls, Supervisory Control and Data Acquisition (SCADA) at the substation level and field crews to understand what was happening on the system. That model doesnโt hold up. You canโt effectively manage a system you canโt see. Plus, the most critical events are increasingly happening beyond the substation โ on feeders, laterals, and at the edge where DER and customer behavior are interacting with the grid. Grid-edge technologies have become essential. Sensors, Advanced Metering Infrastructure (AMI) and automated switching provide the raw data and control needed to move from reactive to proactive operations. In more advanced deployments, utilities are creating centralized control environments that allow operators to see and manage the distribution system in near real time. That capability is enabled by: Advanced communications networks to form the backbone of real-time grid visibility Distribution Management System (DMS) and Outage Management System (OMS) to enable faster, more coordinated system response Analytics, AI and machine learning to improve situational awareness, anticipate system conditions, and support operational decision-making The same connectivity enabling this real-time visibility and control also introduces new vulnerabilities, blurring the line between physical and cyber risk, yet many utilities manage them separately. Only 22 percent have unified teams in place, even as threats continue to rise, including a 50 percent increase in substation attacks and growing exposure to malware and ransomware, according to the Black & Veatch 2025 Electric Report. Cybersecurity and resilient network design must be embedded into the architecture from the outsetโnot layered on after the fact. See what bolder vision looks like Distribution modernization is fundamentally changing how the system is designed and operated so it can absorb disruption, manage bi-directional flows and respond in real time. To learn about a successful program, check out Georgia Powerโs recent grid modernization program. Black & Veatch partnered with the utility on large-scale infrastructure upgrades. The results? Outages are down 76 percent, restoration times have improved by more than 80 percent and communities across Georgia are powered by a grid built to meet the future head-on. When the state faced the most destructive storm in the companyโs history, Hurricane Helene, Georgia Power deployed a rapid response team that utilized its โsmart gridโ and restored power to more than 1 million customers within days. A grid built to meet the future head-onโthatโs the result of bolder vision.
CNBC Top News
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Palo Alto CEO says customer meeting requests have surged amid AI security concerns
Palo Alto Networks CEO Nikesh Arora said artificial intelligence is increasing demand for cybersecurity solutions.
MarketWatch
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๊ธ์ ์ Palo Alto Networksโ stock is rising as earnings show AI is a friend, not a foe
The โlatest advancements at the AI frontier have increased the level of urgency around cybersecurity,โ Palo Alto Networksโ CEO said.
CNBC Top News
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๋ถ์ ์ Palo Alto Networks pops 12% on earnings beat as AI fuels cybersecurity urgency
The beat comes on lowered expectations, after the company gave disappointing guidance in February that fell short of analyst estimates.
Fox News
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Fox News dominates on YouTube in May, more than triples every broadcast network
Fox News finished May 2026 as the No. 1 news brand on YouTube, with a staggering 338.8 million video views, more than tripling viewership of the broadcast networks.
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