AF3 introduces: CMM (i) AF-Whisper, a unified audio encoder trainedPrevious SOTA (Closed Source) using a novel strategy for joint representation learning across all 3 modalities of speech, sound, and music; (ii) flexible, on-demand thinking, allowing the model to do chain-of-thought-type reasoning before answering; (iii) multi-turn, multiaudio chat; (iv) long audio understanding and reasoning (including speech) up MMSU to 10 minutes; and (v) voice-to-voice interaction. To enable these capabilities, (avg.)

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The global rise in wildfire frequency and intensity over the past decade underscores the need for improved fire monitoring techniques. To advance deep learning research on wildfire detection and its associated human health impacts, we introduce SmokeViz, a large-scale machine learning dataset of smoke plumes in satellite imagery. The dataset is derived from expert annotations created by smoke analysts at the National Oceanic and Atmospheric Administration, which provide coarse temporal and spatial approximations of smoke presence. To enhance annotation precision, we propose pseudo-label dimension reduction (PLDR), a generalizable method that applies pseudo-labeling to refine datasets with mismatching temporal and/or spatial resolutions. Unlike typical pseudo-labeling applications that aim to increase the number of labeled samples, PLDR maintains the original labels but increases the dataset quality by solving for intermediary pseudo-labels (IPLs) that align each annotation to the most representative input data. For SmokeViz, a parent model produces IPLs to identify the single satellite image within each annotations time window that best corresponds with the smoke plume. This refinement process produces a succinct and relevant deep learning dataset consisting of over 160,000 manual annotations. The SmokeViz dataset is expected to be a valuable resource to develop further wildfire-related machine learning models and is publicly available at https://noaa-gsl-experimental-pds.s3.amazonaws.com/index.

Follow this author to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Carlin is a contributor for TIME. "It felt like an injustice," she says.

Follow this author to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. Carlin is a contributor for TIME. In 1994, at 20 years old, Wilson Cruz became the first out gay actor to play an out lead character on U.S. primetime television: 15-year-old Enrique "Rickie" Vasquez on the ABC teen "That was the power of Rickie Vasquez--he was going to allow people to see themselves for the first time," he says.

Follow this author to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. During the summer of 2006, while pregnant with her son, Julia Olson staggered through a then record-breaking heat wave in Oregon, as New Orleans was just beginning its long road to recovery after Hurricane Katrina hit the year before. At the time, Olson was a public interest environmental lawyer.

Follow this author to personalize your feed and get instant alerts. Follow Go to your personalized feed WHY FOLLOW? Smart Alerts: Get notified about major news as it happens. In 2019, 6-year-old Zacky Muñoz was eating his usual lunch of pasta, salad, and breadsticks at his school cafeteria in Pasadena, California. "I suddenly felt a weird feeling--it was like a fight-or-flight response, an alarm inside my body telling me I was in danger," he says.

The commercial was submitted by the Freedom of the Press Foundation to run during Donald Trump's UFC event. It criticized the $111 billion merger as a threat to the First Amendment. Viewers who tuned into the Paramount+ livestream of UFC Freedom 250 on Sunday night, held to mark President Trump' s 80th birthday as well as the nation's semiquincentennial, were treated to the surreal spectacle of mixed martial artists beating each other bloody in a massive cage installed on the White House lawn. But there was one bruising blow they missed: an advertisement blasting the $111 billion merger agreement between Paramount Skydance and Warner Bros. Discovery . That's because Paramount refused to air the ad, according to Freedom of the Press Foundation, the nonprofit advocacy group that submitted it to run during the event.

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