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    What a picture of Alexandria Ocasio-Cortez in a bikini tells us about the disturbing future of AI | Arwa Mahdawi

    Want to see a half-naked woman? Well, you’re in luck! The internet is full of pictures of scantily clad women. There are so many of these pictures online, in fact, that artificial intelligence (AI) now seems to assume that women just don’t like wearing clothes.That is my stripped-down summary of the results of a new research study on image-generation algorithms anyway. Researchers fed these algorithms (which function like autocomplete, but for images) pictures of a man cropped below his neck: 43% of the time the image was autocompleted with the man wearing a suit. When you fed the same algorithm a similarly cropped photo of a woman, it auto-completed her wearing a low-cut top or bikini a massive 53% of the time. For some reason, the researchers gave the algorithm a picture of the Democratic congresswoman Alexandria Ocasio-Cortez and found that it also automatically generated an image of her in a bikini. (After ethical concerns were raised on Twitter, the researchers had the computer-generated image of AOC in a swimsuit removed from the research paper.)Why was the algorithm so fond of bikini pics? Well, because garbage in means garbage out: the AI “learned” what a typical woman looked like by consuming an online dataset which contained lots of pictures of half-naked women. The study is yet another reminder that AI often comes with baked-in biases. And this is not an academic issue: as algorithms control increasingly large parts of our lives, it is a problem with devastating real-world consequences. Back in 2015, for example, Amazon discovered that the secret AI recruiting tool it was using treated any mention of the word “women’s” as a red flag. Racist facial recognition algorithms have also led to black people being arrested for crimes they didn’t commit. And, last year, an algorithm used to determine students’ A-level and GCSE grades in England seemed to disproportionately downgrade disadvantaged students.As for those image-generation algorithms that reckon women belong in bikinis? They are used in everything from digital job interview platforms to photograph editing. And they are also used to create huge amounts of deepfake porn. A computer-generated AOC in a bikini is just the tip of the iceberg: unless we start talking about algorithmic bias, the internet is going to become an unbearable place to be a woman. More

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    Biden move to refund UN population agency is 'ray of hope for millions'

    The decision by US president Joe Biden to refund the UN population fund, UNFPA, offers “a ray of hope for millions of people around the world”, said the agency’s executive director.
    Dr Natalia Kanem said the announcement on Thursday would have an “enormous” impact on the agency’s work, particularly as the world continues to grapple with the coronavirus pandemic.
    In 2017, the Trump administration halted funding to the UNFPA, claiming it supported coercive abortion and involuntary sterilisation – claims strongly denied by the agency.
    The US was one of the agency’s largest funders. In 2016, it provided $69m (£50m) to support its work in more than 150 countries.
    “Ending funding to UNFPA has become a political football, far removed from the tragic reality it leads to on the ground. Women’s bodies are not political bargaining chips, and their right to plan their pregnancies, give birth safely and live free from violence should be something we can all agree on,” said Kanem.
    She added that the pandemic had hit particularly hard the vulnerable communities in which the UNFPA works. “US support will be instrumental in helping us build back better and fairer.”
    US secretary of state Antony Blinken said his department would appropriate $32.5m to support the UNFPA this year.
    “UNFPA’s work is essential to the health and wellbeing of women around the world and directly supports the safety and prosperity of communities around the globe, especially in the context of the global Covid-19 pandemic,” he said.
    Blinken also confirmed that the US would withdraw its support for the “Geneva Consensus Declaration” – an anti-abortion policy introduced last year by the then secretary of state Mike Pompeo, and signed by more than 30 countries, including Brazil, Hungary and Uganda.
    “The United States is re-engaging multilaterally to protect and promote the human rights of all women and girls, consistent with the longstanding global consensus on gender equality and sexual and reproductive health and reproductive rights,” said Blinken. More

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    US news giants put more women in the White House

    US media organisations are taking steps to mirror Joe Biden’s gender-balanced cabinet appointments, with at least six major news networks assigning women to lead White House coverage.Since Biden’s inauguration last week, CNN, ABC, CBS, NBC, the public television station PBS and the Washington Post have assigned chief reporting duties to women.The list includes women of colour, including PBS’s Yamiche Alcindor and NBC’s Kristen Welker, who last October became the first black woman to moderate a general-election presidential debate in almost 30 years, and kept it on track in a fashion that eluded male debate moderators.“It is clear that diversity in all forms including in gender and race is necessary to tell the stories of our generation in the most accurate and fair way,” Alcindor told CNN.US political commentator Keli Goff told The Observer: “If the events of the last year have shown us anything‎, it’s that it is essential to have institutions of power that reflect our nation’s diversity, and for newsrooms that cover those institutions to reflect our nation’s diversity as well.” “The increased diversity of the White House press corps is an important step forward for journalism and for ensuring our leaders are held accountable when it comes to blind spots they may have,” Goff added.The selections mark a turnaround for the White House press corps, which has traditionally been dominated by men.Rare exceptions include the trailblazing Helen Thomas, who served as White House correspondent for UPI and AP over 10 administrations before retiring aged 89 in 2010.The makeup of the press corps reflects the new administration. Biden’s communications team is fully staffed by women, including his press secretary, Jen Psaki, who has promised consistent weekday briefings.For the media, assigning more women to cover the White House comes at a pivotal moment. A report last week from the communications firm Edelman described a “raging infodemic” that has driven trust in all news sources to record lows.The study found that trust in traditional media stands at just 53%, an eight percentage point drop globally since 2019. Trust in social media stands at 35%, a drop from 43% over the same period.“Without a trusted leadership source to look to, people don’t know where or who to get reliable information from,” the report commented.At least in the cramped White House briefing room, the burden of correcting the decline in trust now falls largely on the shoulders of women.“A generation ago, being the only woman was perhaps a blessing – I really stood out from the crowd,” Ann Compton, a former ABC News White House correspondent, told CNN.“The day will come – should come – when it is not news that the majority in the public eye in any profession is female,” Compton added. More

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    How Amanda Gorman became the voice of a new American era

    On Wednesday in Washington DC, a striking young woman stood at a podium on the steps of the US Capitol, surrounded by the country’s leaders, who were masked against the pandemic. She was unmasked, at a safe distance, so she could speak with resonance and force, spreading her enthusiastic vision without danger. She radiated joy, conviction and purpose as she declaimed the poem she had written to mark the inauguration of Joe Biden as 46th president of the US: The Hill We Climb. Tears sprang from the eyes of many listeners, those weary and wary from four years of domestic discord, whether they sat on folding chairs at the Capitol, or on easy chairs in their homes. Hearing her words, they felt hope for the future.That woman’s name is Amanda Gorman. She is America’s first national youth poet laureate and, at 22, she also is the youngest poet accorded the honour of delivering the presidential inaugural poem. But despite her youth, Gorman’s assurance and bearing made her seem to stand outside time. Erect as a statue, her skin gleaming as if burnished, her hair cornrowed, banded with gold and drawn tightly back into a red satin Prada headband, worn high like a tiara, she evoked what poet Kae Tempest calls the “Brand New Ancients”: the divinity that walks among us in the present day. According to Greek mythology, nine muses, daughters of Zeus and Mnemosyne, inspire creative endeavour, with five devoted to different kinds of poetry – epic, romantic, lyric, comic or pastoral and sacred. Gorman suggested a new poetic muse – one to inspire the poetry of democracy.Gorman told the New York Times that she had not wanted to dwell on the rancour, racism and division of America’s four years under the Trump administration: she wanted to “use my words to envision a way in which our country can still come together and can still heal”. That way would require action, her poem declares: “We lift our gazes not to what stands between us, but what stands before us. We close the divide because we know to put our future first, we must first put our differences aside. We lay down our arms so we can reach out our arms to one another, we seek harm to none and harmony for all.”Gorman knows the importance of taking action to make the change you want to see. Raised in Los Angeles by a single mother, Joan Wicks, a middle-school English teacher, Gorman overcame daunting obstacles to forge her path. Amanda and her twin sister Gabrielle, an activist and filmmaker, were born prematurely. In kindergarten, the future poet was diagnosed with an auditory disorder that gave her a speech impediment. When she was in third grade, a teacher introduced her to poetry, and it was through writing and reciting poetry that she found her voice. She found a role model in the poet Maya Angelou, whose autobiography I Know Why the Caged Bird Sings reminded her of her own life, she remarked in one interview: “[Angelou] overcame years of not speaking up for herself, all for the love of poetry.”Gorman has presidential plans. ‘I am working on hashtags,’ she told the Harvard Gazette. ‘Save the 2036 date on your iPhone calendar’As Gorman struggled to improve her spoken fluency, she also strove for social justice. For her, it was clear from the start that expression was to be both poetic and political. In 2014, at the age of 16, she founded a non-profit organisation to support poetry workshops and youth advocacy leadership skills, called One Pen One Page. The following year, she published her first poetry book, The One for Whom Food Is Not Enough, and went to Harvard to study sociology. (She graduated in 2020.) Her clarity of expression received a turbo boost from musical theatre while she was in college, with the arrival of Lin-Manuel Miranda’s musical Hamilton, whose lyrics she memorised and recited (the song Aaron Burr, Sir helped her pronounce her “R”s, she has said).In the spring of her sophomore year in 2017, she was named America’s first national youth poet laureate, an honour that took her and her poetry to public events across the country. At one of these, held at the Library of Congress, Dr Jill Biden heard her read a poem she had written in the wake of the white supremacist “Unite the Right” march in Charlottesville, titled In This Place (An American Lyric). Three years later, Biden, as first lady-elect, suggested the young poet for the inaugural honour.In the first week of January, Gorman was halfway through writing The Hill We Climb when a mob of angry Trump supporters invaded the US Capitol in an attempt to violently overturn the election result. She finished the poem in the hours after the melee, undeterred, with that jarring tumult as backdrop.On inauguration day, Gorman wore a ring depicting a caged bird, a gift from Oprah Winfrey that attests to the link the young poet represents between the past and the future. It not only summoned thoughts of the poet’s first inspiration, Angelou; it reminded anyone looking for portents that Angelou, as the US poet laureate, had also recited a poem to a new president on the Capitol steps: Bill Clinton, in 1993. One day, Gorman may be the audience, not the author, of such a poem: she has presidential plans. “I am working on hashtags,” she told the Harvard Gazette. “Save the 2036 date on your iPhone calendar.” The last lines of The Hill We Climb, containing an intended echo of Miranda’s Hamilton, constitute a poetic battle cry: “We will rebuild, reconcile, and recover in every known nook of our nation in every corner called our country our people diverse and beautiful will emerge battered and beautiful, when the day comes we step out of the shade aflame and unafraid, the new dawn blooms as we free it, for there is always light if only we’re brave enough to see it, if only we’re brave enough to be it.”Her words not only electrified Washington, they have prompted a surge of admiration in the public at large. That same day, her two forthcoming books were Amazon’s top two bestsellers. Instagram feeds flash continuously with images of her triumphal stand at the Capitol; op-eds across the country have called for poetry education programmes in schools, and television news broadcast highlights of her performance hour after hour – lyric adrenaline bursts to reanimate democracy.Gorman has appeared on many of these news programmes. On one, Good Morning America on ABC, Miranda made a surprise appearance to congratulate her. “The right words in the right order can change the world; and you proved that yesterday,” he told her. “Keep changing the world, one word at a time.”As if anyone could stop her. As she writes in her forthcoming book, Change Sings:
    I can hear change hummingIn its loudest, proudest song.I don’t fear change coming,And so I sing along. More

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    What is Ivanka Trump's legacy? Enabling her father's odious actions | Arwa Mahdawi

    Ivanka Trump has wound up her time in the White House in the most fitting way possible: with a scandal about a $3,000-a-month toilet. Members of the Secret Service, it was recently reported, were banned from using any of the bathrooms in Jared Kushner and Ivanka’s Washington DC mansion and, instead, had to rent an apartment to relieve themselves in (although Jared and Ivanka have denied this). Talk about flushing taxpayers’ money down the drain.One imagines Ivanka did not plan to spend her final days in DC dealing with the fallout from a violent insurrection and battling embarrassing leaks about her loos. When she appointed herself special adviser to the president, Ivanka was a handbag and shoe saleswoman bursting with ambition. She was going to empower women everywhere! Little girls around the world would read about Saint Ivanka for decades to come. She would be a role mogul: her branded bags would fly off the shelves.Four years later, Ivanka’s clothing line has shut down and her personal brand has been damaged enough for a university to cancel her as a speaker. It seems she is persona non grata in New York and her dad has been banned from parts of the internet for inciting violence. By rights, Ivanka should be sobbing into her sheets wondering how everything has gone so wrong.But Ivanka is a Trump: narcissism and self-delusion are in her DNA. As DC braces for pre-inauguration chaos Ivanka has been blithely tweeting her “achievements” and retweeting praise in an attempt to convince us she has left an important legacy.According to her Twitter feed, one thing Americans should all be thanking Ivanka for is paid family leave, which has been one of her marquee issues. And, to be fair, if Ivanka is to be praised for anything, it’s for pushing Donald Trump to pass a bill giving federal employees 12 weeks of paid parental time off. Would that have happened without Ivanka? I don’t know. But she facilitated it. Does it make up for the many odious things Ivanka also facilitated? No.Another of Ivanka’s big projects was the Women’s Global Development and Prosperity (W-GDP) initiative, which aims to reach 50 million women in the developing world by 2025 and … well, I’m not sure exactly what’s supposed to happen then. The initiative is so buzzword-laden that it’s somewhat hard to understand. You get the impression Ivanka launched it via vague instructions to “empower women in powerful ways via strategic pillars of empowerment”.Ivanka has been very keen to turn the Women’s Global Development and Prosperity initiative into part of her political legacy … But she got greedy and insisted on using her version of the billAnyway, all that empowering has paid off, according to a report W-GDP released last week: almost 12.6 million women worldwide have been equipped with the skills they need for economic advancement, thanks to Ivanka. Let’s be charitable and say W-GDP has done some good. The problem is, that good is massively outweighed by the Trump administration’s worldwide war on abortion: the administration imposed an harmful expansion of “the global gag rule”, which bans US federal funding international NGOs that provide abortion services or advocacy. Trump also did his best to try to destroy the budget for foreign aid.Still, Ivanka has been very keen to turn the W-GDP into part of her political legacy. Last year, she was behind the bipartisan launch of a bill formally authorising the programme so that it would live on after her dad left office. That could well have happened: Jeanne Shaheen, a Democratic senator, initially lent Ivanka her support. But Ivanka got greedy and insisted on using her version of the bill. Shaheen abandoned her support, explaining that Ivanka’s version of the legislation focused too narrowly on women’s economic advancement, minimising issues such as education, healthcare and gender-based violence. Not so much “let them eat cake”, as “let them start cake-making businesses”. Last month, the bill was dropped and now the future of Ivanka’s biggest project is unclear.I don’t want to be unfair to her. She may not have empowered women the way she promised she would, but she did empower herself. Ivanka and Kushner have made a fortune while “serving” in the White House. And you know what they say about charity: it begins at home. More

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    Kamala Harris didn't become vice-president-elect by saying 'no worries if not' | Emma Brockes

    Every few months on social media, a campaign reliably comes around urging women to stop undermining ourselves at work. Don’t, we’re advised, use the qualifier “just”, as in “can I just float an idea?” Stop apologising for making routine demands or having the temerity to use up someone’s time. Most recently and trenchantly, don’t, we are advised, ground every timorous request with the phrase “no worries if not”.
    I say and do all of these things, although less frequently than I once did. Where 10 years ago the qualifiers came out as reflex, these days, I generally catch and delete them before I hit send. I don’t open emails with “sorry to bother you”, unless I’m being deliberately passive aggressive. (This is my preferred tonal mode, obviously, although it gets me nowhere in the US. A snippy email I sent to an American last week hinged on the word “unideal”, a neutral term to American ears, but to a Brit, clearly, signifying a curse on you and your family for a thousand years.)
    These exhortations to pull ourselves together and stop vacillating have been a useful alert to behaviours many women engage in at the level of instinct. These behaviours are also strategic, a necessary hedge to what we know is the offputting effect of women making demands. The “no worries if not” habit is a particularly hard one to break, based as it is on a justifiable anxiety that the only way to get what you want is to present it as an act of largesse on the part of the person you are asking.
    All of which has been on my mind this week while watching the ascent of Kamala Harris to vice-president-elect. Although the relief and ecstasy at the election results were huge, when she made her victory speech on Saturday night, I didn’t expect to be moved. Harris wasn’t accepting the top job, after all: she was the warm-up act for Joe Biden and celebrating her “first” when the position was still second-in-command seemed to me a bit dismal. And yet, when she gave a shout-out to all the young girls watching, including my five-year-old daughters, urging them to see themselves in ways others might not traditionally have seen them, to my amazement I had to swallow hard and look away.
    Harris had, over the weeks and months of the campaign, been subject to a lot of the criticisms that dogged Hillary Clinton. She was too abrasive, too cocky, too full of herself. During the primaries, while Bernie Sanders and Biden shouted and chopped the air with their hands, Harris remained, by necessity, even-tempered and moderately spoken. A man who loses his temper is forceful; a woman who does so is unhinged.

    The soft-approach of “no worries if not” isn’t a self-defeating verbal tic, therefore, but has for a long time been the quickest and easiest way for women to deliver a frictionless result, and it is one it would be good to retire. I recently wrote a book with Megan Rapinoe, whose directness – with Donald Trump, with Sports Illustrated, with the governing body of her own sport – has been interpreted by some as monstrous impoliteness, about which Rapinoe doesn’t have a shred of self-doubt.
    Why, she says, shouldn’t she and her teammates demand more money, when they win all the time and are, compared with male footballers in the US, chronically underpaid? Why shouldn’t she, while accepting an award from Sports Illustrated, flag up how few women and writers of colour they employ? And why shouldn’t she say, after winning, “I deserve this”?
    All of which I understand intellectually, but still find basically socially mortifying. In the writing of this book, we had to go over it, again and again, and each time it struck me as freshly outlandish. How did she not die of embarrassment? Wasn’t she worried these kinds of statements made her appear “ungrateful”? Where did she get the gumption to presume she might take up that much space? “I think about the people I’m speaking for, not those I’m speaking to,” she said, which is a useful reframing. And in a phrase that could serve, admirably, as the title for a book of whimsical essays on female confidence, “I don’t need you to like me to know that I’m right.”
    Neither the confidence thing, nor the perception of women asking for things as rude, will be solved quickly, and to that extent “no worries if not” remains a useful approach. But with a woman in the second highest office in the land, it would be nice if a shift got under way: from help me out here, I’m grateful for any bone you might throw me, to help me out here because it’s your job.
    • Emma Brockes is a Guardian columnist based in New York. She is the author of One Life, by Megan Rapinoe More

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    A congresswoman's predicament: what to wear? Cori Bush and AOC talk it out

    Last night newly elected Democratic congresswoman Cori Bush, who made history this year when she defeated a 10-term incumbent and became the first Black woman elected to Congress in Missouri, tweeted a practical concern about entering the House of Congress. “The reality of being a regular person going to Congress is it’s really expensive to get the business clothes I need,” she said.

    Cori Bush
    (@CoriBush)
    The reality of being a regular person going to Congress is that it’s really expensive to get the business clothes I need for the Hill. So I’m going thrift shopping tomorrow.Should I do a fashion show? ⬇️

    November 11, 2020

    Bush, the single mother of two children, gave up her health insurance to run for office, leaving full time work as an ordained pastor and nurse. She now finds herself having to dress for a place where people are used to inordinate means: in 2018, the median net-worth of a congressperson was $511,000, eight times that of the average US household. The majority of her colleagues at Congress are also millionaires – meanwhile, Bush will not receive her first paycheck until after inauguration on 20 January , potentially later depending on how long it takes Trump to acknowledge defeat.
    Bush is not the first to have these practical concerns. Congresswoman Rashida Tlaib responded to Bush, saying she shops in thrift stores. Ayanna Pressley responded with make up tips.
    Alexandria Ocasio Cortez offered to go shopping with Bush. Ocasio Cortez, who was a waitress before being elected to Congress, has always spoken openly about how borrowing from friends, thrift shopping and a clothing rental subscription her friend bought her got her through her first term in the house. More

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    Women march against Trump and Republicans in major US cities

    Thousands of mostly young women in masks rallied on Saturday in Washington DC and other US cities, exhorting voters to oppose Donald Trump and his fellow Republicans in the 3 November elections. The latest in a series of rallies that began with a massive women’s march the day after Trump’s January 2017 inauguration was playing out during the coronavirus pandemic. Demonstrators were asked to wear face coverings and practice social distancing. Rachel O’Leary Carmona, executive director of the Women’s March, opened the Washington event by asking people to keep their distance from one another, saying the only superspreader event would be the recent one at the White House. She talked about the power of women to end Trump’s presidency. “His presidency began with women marching and now it’s going to end with woman voting. Period,” she said. More