SNL savages Trump after releasing the Epstein files in cold open... but MAGA have the last laugh Retirees are ditching golf and sun for this unlikely city...as top destinations revealed Frail woman found bludgeoned to death next to'bloodied skateboard' in her NYC apartment You've only been told half the story about the Reiner murders. These hidden horrors MUST be outed... before Hollywood's sick secrecy pact wins: MAUREEN CALLAHAN Monumental downfall of it-girl streamer who snubbed Drake's advances... as she's engulfed by disgusting scandals and family tragedy Devastating truth about Rob Reiner's daughter Romy: Her own addiction battle... how she'lived in fear' of Nick... and the handsome companion she's leaning on, all revealed by heartbroken friends Smellebrities! 10 actors whose hygiene habits prompted complaints from co-stars - after Charlotte Church said she's stopped wearing deodorant and'generally stinks' Crime drama dubbed'the greatest of all time' with the'perfect ending' and a whopping 96% Rotten Tomatoes score is now free to stream - plus there's a reboot in the works Then I learned what he told her about our sex life and I can't even look at him: ASK JANA America's cutest Christmas village battles to save itself after being hit by storms and severe flooding Prince Harry's controversial comment at Christmas that sparked Meghan Markle's bitter family feud Father Christmas is'too white' and has no right to judge if children are naughty or nice, says woke museum Inside Tinseltown's'cursed' neighborhood where Rob Reiner was murdered that also saw Marilyn Monroe and Nicole Brown Simpson's deaths Deputy Attorney General reveals REAL reason why Trump's picture in Epstein files was taken down: 'It's absurd and laughable' How Tom Brady REALLY feels about Gisele Bundchen's secret wedding to jiu-jitsu instructor... as insiders whisper about potential of his OWN second marriage Alcohol consumption falls to a record low in Britain - so, do you drink more or less than the national average? READ MORE: Do you drink more than your partner? It's a typically boozy time of year - but Brits are drinking less alcohol than in decades gone by, according to new figures. Data released by research company IWSR reveals the average UK adult consumed 10.2 alcoholic drinks a week last year.

Large language models (LLMs) have been shown to internalize human-like biases during finetuning, yet the mechanisms by which these biases manifest remain unclear. In this work, we investigated whether the well-known Knobe effect, a moral bias in intentionality judgements, emerges in finetuned LLMs and whether it can be traced back to specific components of the model. We conducted a Layer-Patching analysis across 3 open-weights LLMs and demonstrated that the bias is not only learned during finetuning but also localized in a specific set of layers. Surprisingly, we found that patching activations from the corresponding pretrained model into just a few critical layers is sufficient to eliminate the effect. Our findings offer new evidence that social biases in LLMs can be interpreted, localized, and mitigated through targeted interventions, without the need for model retraining.

Neural Information Processing Systems http://nips.cc/

Can one big meal really make you gain weight? The post-holiday scale spike is temporary--unless the leftovers get involved. It's hard not to indulge during the holidays, but can the occasional big meal really harm our long-term health? Breakthroughs, discoveries, and DIY tips sent every weekday. For those of us brave enough to step onto the scale the day after Thanksgiving or Christmas, you can sometimes see an increase of up to five to 10 pounds.

Neural Information Processing Systems http://nips.cc/

We first bound the maximum increase. The case for maximum decrease is similar. The auxiliary reward function is learned after it is generated. We train each auxiliary reward function for 1M steps. A careful λ schedule helps induce a successful policy that avoids side effects.Algorithm 1: A Require CB-V AE training epochs T Require AUP penalty λ Require Exploration buffer size k Require Auxiliary model training steps L Require AUP model training steps N Require PPO update function PPO-Update Require CB-V AE update function V AE-Update for Step k = 1,...K do Sample random action a s Act (a) S = s S end for Epoch t = 1,...T do Update-V AE(F,S) end for Step i = 1,...L + N do s Starting state for Step l = 1,...L do a = ψ Common refers to those hyperparameters that are the same for each evaluated condition.

Reward function specification can be difficult.

This material may not be published, broadcast, rewritten, or redistributed. Quotes displayed in real-time or delayed by at least 15 minutes. Market data provided by Factset . Powered and implemented by FactSet Digital Solutions . Mutual Fund and ETF data provided by Refinitiv Lipper .

Detecting and handling misspecified objectives, such as reward functions, has been widely recognized as one of the central challenges within the domain of Artificial Intelligence (AI) safety research.