Brian Wilson, the musical savant who scripted a defining Southern California soundtrack with a run of hit songs with the Beach Boys before being pulled down a rabbit hole of despair and depression when his highly anticipated masterwork was shelved unfinished, has died. Wilson's family announced his death Wednesday morning on Facebook. "We are at a loss for words right now," the post said. "Please respect our privacy at this time as our family is grieving. We realize we are sharing our grief with the world," said the statement, also shared on Instagram and the musician's website. The statement didn't reveal a cause of death. Wilson died more than a year after it was revealed he was diagnosed with dementia and placed under a conservatorship in May 2024.

We focus on a conversational question answering task which combines the challenges of understanding questions in context and reasoning over evidence gathered from heterogeneous sources like text, knowledge graphs, tables, and infoboxes. Our method utilizes a graph structured representation to aggregate information about a question and its context (i.e., the conversation so far and evidence retrieved to find an answer), while also harnessing the reasoning and text generation capabilities of large language models (LLMs). Graph embeddings are directly injected into the LLM, bypassing the token embedding layers, and learned end-to-end by minimizing cross-entropy. Our model maintains a memory module to track and update past evidence, thus influencing the graph's structure, as the conversation evolves. Experimental results on the ConvMix benchmark(Christmann et al., 2022a) show that graph embeddings enhance the LLM's ability to reason, while the memory module provides robustness against noise and retrieval errors.

Heralded as the ChatGPT for music, Suno AI is the latest iteration of generative artificial intelligence to flood social feeds, wowing users with its (ahem) lyrical prowess. Plug in the musical style you want, a genre and a prompt for lyrics and Suno can spit out a full song for you in a matter of seconds. The business has been around for two years, formulated by a group of machine learning experts in Cambridge who struck an interest in audio, according to a profile in Rolling Stone last month. From the outset, making silly songs is slightly addictive. The lyrics might seem shallow and soulless, but they're also often hilarious.

Entity Alignment (EA) aims to find the equivalent entities between two Knowledge Graphs (KGs). Existing methods usually encode the triples of entities as embeddings and learn to align the embeddings, which prevents the direct interaction between the original information of the cross-KG entities. Moreover, they encode the relational triples and attribute triples of an entity in heterogeneous embedding spaces, which prevents them from helping each other. In this paper, we transform both triples into unified textual sequences, and model the EA task as a bi-directional textual entailment task between the sequences of cross-KG entities. Specifically, we feed the sequences of two entities simultaneously into a pre-trained language model (PLM) and propose two kinds of PLM-based entity aligners that model the entailment probability between sequences as the similarity between entities. Our approach captures the unified correlation pattern of two kinds of information between entities, and explicitly models the fine-grained interaction between original entity information. The experiments on five cross-lingual EA datasets show that our approach outperforms the state-of-the-art EA methods and enables the mutual enhancement of the heterogeneous information. Codes are available at https://github.com/OreOZhao/TEA.

The latest artificial intelligence tool to sweep social media is "Historical Figures Chat," a novelty that currently sits at the #34 spot in the "Education" section of Apple's app store. "With this app, you can chat with deceased individuals who have made a significant impact on history from ancient rulers and philosophers, to modern day politicians and artists," the description claims. What it doesn't mention is just how off the mark some of the algorithmic responses can be. The internet being what it is, users have downloaded Historical Figures -- which was first made available some two weeks ago -- and embarked on conversations with unsavory characters including Charles Manson, Jeffrey Epstein, and various high-ranking Nazis. These are just a few of the 20,000 significant personalities available for interview, and they seem especially keen on expressing remorse for the horrible things they did while alive, while whitewashing their own documented views.

Nick Cave, the Bad Seeds frontman whose songs are tinged with a healthy dose of death, forlorn love, and religion, is no fan of ChatGPT's lyrical ambitions. The popular AI bot has drawn both praise and concern for its ability to generate conversational and nuanced text responses in simple, clean sentences. Since its release in November by the artificial intelligence lab OpenAI, ChatGPT has written everything from sitcom scripts to literature essays to, now, rather convincing rock songs. This has left people worried about the ramifications for industries across the creative spectrum, and one of those people is Cave himself. In his latest The Red Hand Files newsletter, Cave took on the subject of AI generated music.

Everyone agrees that sabotage killed the Nord Stream pipeline. But no one knows who did it. The first WIRED story ran in Rolling Stone in 1972, 20 years before the magazine launched. "Ready or not, computers are coming to the people," it began. The writer was Stewart Brand, and a young Annie Leibovitz captured images of Stanford AI hackers (the vernacular then was "computer bums") playing what some consider the first video game, Spacewar.

Earlier this month, Twitter user Supercomposite posted a thread of spooky images featuring a woman she calls "Loab," who usually has red cheeks and dark, hollow eyes. Since then, the images, which range from unsettling to grotesque, have gone viral. The images of Loab all come from an artificial intelligence (A.I.) art tool. These tools, like DALL-E 2, create images based on text prompts users input into the platform--and they are having a cultural moment as of late. Just last month, a piece of A.I.-created art won the Colorado State Fair art competition.

A unique robotic version of Start Me Up celebrates 40 years since the release of The Rolling Stones' Tattoo You album.

The Rolling Stones' Mick Jagger is famous for his hip-snaking sorcery on stage, but the lead singer may have been shown up by Boston Dynamic robot'Spot' in a new video. To celebrate the 40th anniversary of the British band's'Tattoo You' album, Boston Dynamics' engineers taught Spot to dance and lip-sync like Jagger in the'Start Me Up' music video. The company also trained three other Spot robots to recreate the moves of fellow band members Keith Richards, Ronnie Wood and Charlie Watts. During the video, the lead Spot moves its long neck to mimic the motions Jagger makes with his arms and the robot also opens its mouth to lip-sync along with the Rockstar. The Rolling Stones' Mick Jagger is famous for his hip-snaking sorcery on stage, but the lead singer may have been shown up by Boston Dynamic robot'Spot' in a new video The veteran British band first began performing in 1962 and are the first to score a number one album on the British charts across six different decades.