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 Generative AI


Generative AI for Physical Layer Communications: A Survey

arXiv.org Artificial Intelligence

The recent evolution of generative artificial intelligence (GAI) leads to the emergence of groundbreaking applications such as ChatGPT, which not only enhances the efficiency of digital content production, such as text, audio, video, or even network traffic data, but also enriches its diversity. Beyond digital content creation, GAI's capability in analyzing complex data distributions offers great potential for wireless communications, particularly amidst a rapid expansion of new physical layer communication technologies. For example, the diffusion model can learn input signal distributions and use them to improve the channel estimation accuracy, while the variational autoencoder can model channel distribution and infer latent variables for blind channel equalization. Therefore, this paper presents a comprehensive investigation of GAI's applications for communications at the physical layer, ranging from traditional issues, including signal classification, channel estimation, and equalization, to emerging topics, such as intelligent reflecting surfaces and joint source channel coding. We also compare GAI-enabled physical layer communications with those supported by traditional AI, highlighting GAI's inherent capabilities and unique contributions in these areas. Finally, the paper discusses open issues and proposes several future research directions, laying a foundation for further exploration and advancement of GAI in physical layer communications.


E.U. reaches deal on landmark AI bill, racing ahead of U.S.

Washington Post - Technology News

After years of inaction in the U.S. Congress, E.U. tech laws have had wide-ranging implications for Silicon Valley companies. Europe's digital privacy law, the General Data Protection Regulation, has prompted some companies, such as Microsoft, to overhaul how they handle users' data even beyond Europe's borders. Meta, Google and other companies have faced fines under the law, and Google had to delay the launch of its generative AI chatbot Bard in the region due to a review under the law. However, there are concerns that the law created costly compliance measures that have hampered small businesses, and that lengthy investigations and relatively small fines have blunted its efficacy among the world's largest companies.


The EU Just Passed Sweeping New Rules to Regulate AI

WIRED

The European Union today agreed on the details of the AI Act, a far-reaching set of rules for the people building and using artificial intelligence. It's a milestone law that, lawmakers hope, will create a blueprint for the rest of the world. After months of debate about how to regulate companies like OpenAI, lawmakers from the EU's three branches of government--the Parliament, Council and Commission--spent more than 36 hours in total--thrashing out the new legislation between Wednesday afternoon and Friday evening. Lawmakers were under pressure to strike a deal before the EU election campaign starts in the new year. "The EU AI Act is a global first," said European Commission President Ursula von der Leyen on X. "[It is] a unique legal framework for the development of AI you can trust.



The FTC is reportedly looking into Microsoft's $13 billion OpenAI investment

Engadget

OpenAI's recent drama hasn't only caught UK regulators' attention. Bloomberg reported Friday that the Federal Trade Commission (FTC) is looking into Microsoft's investment in the Sam Altman-led company and whether it violates US antitrust laws. FTC Chair Lina Khan wrote in a New York Times op-ed earlier this year that "the expanding adoption of AI risks further locking in the market dominance of large incumbent technology firms." Bloomberg's report stresses that the FTC inquiry is preliminary, and the agency hasn't opened a formal investigation. But Khan and company are reportedly "analyzing the situation and assessing what its options are." One complicating factor for regulation is that OpenAI is a non-profit, and transactions involving non-corporate entities aren't required by law to be reported.


AI's 'Fog of War'

The Atlantic - Technology

This is Atlantic Intelligence, an eight-week series in which The Atlantic's leading thinkers on AI will help you understand the complexity and opportunities of this groundbreaking technology. Earlier this year, The Atlantic published a story by Gary Marcus, a well-known AI expert who has agitated for the technology to be regulated, both in his Substack newsletter and before the Senate. Marcus argued that "this is a moment of immense peril," and that we are teetering toward an "information-sphere disaster, in which bad actors weaponize large language models, distributing their ill-gotten gains through armies of ever more sophisticated bots." I was interested in following up with Marcus given recent events. In the past six weeks, we've seen an executive order from the Biden administration focused on AI oversight; chaos at the influential company OpenAI; and this Wednesday, the release of Gemini, a GPT competitor from Google.


Be glad UK's watchdog has its eyes on what just happened at OpenAI Nils Pratley

The Guardian

Why is the little ol' Competition & Markets Authority, a UK regulator, inserting itself into the entertaining and important โ€“ but distant โ€“ drama at San Francisco-based OpenAI? Even if the CMA finds eventually that Microsoft, another US company, is pulling the strings at Sam Altman's show, what could it actually do? Doesn't it all paint the UK as an unfriendly place for tech investment, notwithstanding Rishi Sunak's eagerness to host AI summits and conduct cosy chats with Elon Musk? All fair questions, and the CMA should brace for more in that vein. It is indeed slightly odd that the UK regulator is the first out of traps in wondering, albeit in a preliminary manner, if Microsoft has gained effective control over OpenAI and, if it has, whether that amounts to a problem. But there is another way to look at developments: thank goodness a regulator somewhere is seeking clarity about what just occurred at OpenAI.


Microsoft's OpenAI Ties Face Potential U.K. Antitrust Probe

TIME - Tech

Microsoft Corp.'s partnership with OpenAI Inc. is facing the potential of a full-blown UK antitrust investigation three weeks after a mutiny at the ChatGPT creator laid bare deep ties between the two companies. The Competition and Markets Authority said Friday it was gathering information from stakeholders to determine whether the collaboration between the two firms threatens competition in the UK, home of Google's AI research lab Deepmind. Microsoft fell 0.7% in premarket trading. Microsoft has benefited richly from its investments, totaling as much as $13 billion, in OpenAI. By integrating OpenAI's products into virtually every corner of its core businesses, the software giant very quickly established itself as the undisputed leader of AI among big tech firms.


Engadget Podcast: Our 200th episode celebration

Engadget

We made it to 200 episodes folks! Remember, that was a pre-pandemic, pre-generative AI world! We also highlight a few guest interviews worth revisiting, like our chats with Bill Nye and Ann Druyan. As for recent news, we quickly recap the OpenAI drama around Sam Altman's ouster, discuss Google's new Gemini AI platform, and chat about the revelation that governments are spying on our push notifications. Cherlynn also details her experience with Apple's Personal Voice feature for iPhones and gives us a demo of her AI-generated digital voice.


UK competition watchdog to review Microsoft and OpenAI partnership

The Guardian

The UK's competition watchdog has paved the way for a formal investigation into the partnership between Microsoft and ChatGPT developer OpenAI by asking for comments on the arrangement. The Competition and Markets Authority made the announcement on Friday after a bout of leadership and boardroom turmoil at OpenAI, which is based in San Francisco. The company was established as a non-profit entity whose board controls a commercial unit, in which Microsoft is the biggest investor. The CMA said "recent developments" had prompted the organisation to review whether the partnership had resulted in "an acquisition of control". Last month, OpenAI's board fired and then reappointed its chief executive, Sam Altman, and announced the formation of a new board. Microsoft now has a non-voting observer seat on the OpenAI board.