This intervention significantly improves the performance of LLaMA models on the TruthfulQA benchmark.

The Association for the Advancement of Artificial Intelligence's 2025 Fall Symposium Series was held November 6-8, 2025, at the Westin Arlington Gateway in Arlington, Virginia. There were six symposia in the program: AI for Social Good: Emerging Methods, Measures, Data, and Ethics; AI Trustworthiness and Risk Assessment for Challenged Contexts; Engineering Safety-Critical AI Systems; First AAAI Symposium on Quantum Information and Machine Learning: Bridging Quantum Computing and Artificial Intelligence; Safe, Ethical, Certified, Uncertainty-aware, Robust, and Explainable AI for Health; and Unifying Representations for Robot Application Development. This report contains summaries of the symposia, which were submitted by most, but not all, of the symposium organizers. AI has demonstrated transformative potential across sectors such as aging, combating information manipulation, disaster response, education, environmental sustainability, government, healthcare, social care, transportation, and urban planning. Yet, the systematic development of AI For Social Good remains fragmented across those many research communities, with limited convergence around effective methodologies, equitable impact measurement, or access to important data and long-term engagement with targeted populations. The main objective for this symposium was to convene across disciplines and engage researchers, practitioners, and policymakers, with a particular focus on finding methods, measures and data that could be used in multiple settings. There were roughly 30 participants.

Optical flow estimation is a classical yet challenging task in computer vision.

Supreme Court transgender athletes case could reverse Title IX protections by 50 years, Jennifer Sey argues. The justices review Idaho and West Virginia laws affecting girls' sports.

Republican Governor rips Trump for'MURDER' in Minneapolis as GOP erupts at ICE scandal Seven dead in private jet crash as audio reveals voice said'Let there be light' seconds before tragedy at snowy Maine airport Is Angelina Jolie quitting America? Private struggles emerge... as actress weighs major lifestyle that threatens to rupture her family Inside the secret double life of a beloved neurosurgeon whose gay love triangle ended... in an execution at his $2.5M mansion Queer Eye snitch reveals exactly what was said about Karamo Brown in a hot mic moment... that's torn the cast apart Kate Hudson's Oscar nomination torched as an'abomination' amid toxic family feud over Song Sung Blue Mystery of Egypt's Giza pyramids deepens as hidden megastructure 4,000 feet below is revealed America's best and worst states to retire revealed - and why Florida is no longer the obvious winner Prince Harry and Meghan Markle's Sundance screening sparks online row: 'Sussex Squad' brand claims event failed to sell out as'lies' despite photos showing'rows of empty seats' Kristi Noem's VERY unfortunate post shortly before Trump sent Tom Homan to Minneapolis to clean up mess after she lied about protester shot dead by her DHS officers NFL's'scripted' conspiracy theory resurfaces as fans find five-month old post hinting at Super Bowl 60 matchup Forensic video analysis of Alex Pretti's final 30 seconds exposes'John Wayne gun' question that can't be ignored Victoria and David Beckham make first public appearance together since son Brooklyn's damning statement as children Cruz, Romeo and Harper turn up to support her as she becomes a Knight of the Order of Arts and Letters Kristi Noem is dealt hammer blow live on Fox News as Trump lawyer trashes claim Minneapolis victim Alex Pretti was'domestic terrorist' Lauren Sanchez turns heads in a red skirt suit as she holds hands with billionaire husband Jeff Bezos at Schiaparelli's Paris Haute Couture Fashion Week show An'extreme cold warning' has been issued in more than 20 states as temperatures are expected to remain so low that it could be deadly to go outside in many areas. The National Weather Service (NWS) said a stretch of the US from Texas to New York will experience bone-chilling temperatures and even colder wind chills on Monday and into Tuesday following the weekend's historic winter storm. Areas as far south as the Florida panhandle and southern Georgia will see morning wild chills reach the teens and single digits, with prolonged exposure to this cold potentially causing hypothermia and frostbite to exposed skin within minutes. States throughout the Gulf, including Texas, Louisiana, Mississippi, and Alabama, will see wild chills drop to 10 degrees below zero, cold enough to cause frostbite in just 30 minutes.

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Iranian drone swarms pose serious threat to U.S. military assets as reports emerge that Iran's Supreme Leader has gone underground, according to military drone expert Cameron Chell.

Trump'locked and loaded' to launch deadly strikes on Iran only to pull out at the last minute after new information came to light... as critics slam president's'betrayal' MAGA civil war deepens as Tucker Carlson meets with Trump in the Oval Office while teasing conservative rivals... as ADL says he should have'no place in the White House' Meghan shares intimate footage of her and Harry dancing in video filmed by Princess Lilibet - as Duchess hops on viral 2016 throwback trend with photo from couple's early dates Taylor Swift and'defeated' Travis Kelce are facing'first real test' in their relationship... as insiders say'things are changing' Filthy rich fitness influencers engulfed in bitter war over $30M empire after secret'betrayal'... as their lavish spending is laid bare Would-be assassin, 22, 'caught threatening to kill JD Vance' when he visited Disneyland with his family as his chilling comments are revealed Dark side of America's favorite vacation hotspot... where women are subjected to the most horrific sex attacks imaginable Michael Cohen reveals he was'coerced to turn on Trump by two top Democrats'... as president says'radical left will pay a BIG price' She won't like this column either... but she needs to read it: KENNEDY West Virginia man became'agent' for world's most inbred family then kept donations sent by their followers for himself, prosecutors say Evil Montana man blinded one-year-old girl then called her a'b***h' to hospital staff'Super flu' ravaging America kills 15 more children... as grieving parents issue urgent plea Shannen Doherty's ex-husband attempts to block divorce deal as battle over actress' estate rages on 2 years after her death Why don't snorers wake themselves up? There's nothing more infuriating than your partner snoring away while you struggle to drift off to sleep. Now, scientists have revealed why snorers don't wake themselves up. Dr Manish Shah, a general medical practitioner and dentist from the Sydney Center for TMJ and Sleep Therapy, said: 'Have you ever slept in the same room as a snorer? 'If you answered yes, chances are you had trouble sleeping.