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TimpaTeks: Automatic In-place Text Sequence Modification via Diffusion Language Model Steering
arXiv:2606.08408v1 Announce Type: new Abstract: We extend activation steering to diffusion language models (DLMs) and study a novel problem that arose due to the inference mechanism of DLMs: Modifying a text in-place to manifest a different concept. We propose TimpaTeks, an automatic in-place text modification mechanism using DLMs. Experiments on IMDB movie reviews (sentiment) and a synthetic Cats and Dogs Dataset (arbitrary, more unconventional concept steering) show that TimpaTeks provides...
Frequency-Domain Latent Attention Gating for Cross-Domain Token Aggregation
arXiv:2606.08191v1 Announce Type: new Abstract: Token aggregation is a common bottleneck in models that map token representations to sample-level predictions, yet most pooling methods operate only in the original token domain. We propose FLaG, a plug-in aggregation module that transforms token representations with the real FFT, summarizes spectral components with learnable latent queries, applies a channel-wise gate, and reconstructs enhanced time-domain tokens for final pooling.
'House of the Dragon' Season 3 premiere runtime and details revealed for hit HBO series
Details are starting to flow out about "House of the Dragon" ahead of the season three premiere. The "Game of Thrones" prequel is one of HBO's current monster hits. It's set 200 years before the story made famous by George R. R. Martin's books and television series that aired for eight seasons.
Prolific character actor stabbed to death in front yard at age 81
Hollywood actor James Handy stabbed to death in front yard at age 81 Fri 5 Jun 2026 at 2:35pm James Handy, a prolific Hollywood character actor who appeared in almost 150 films or TV series, was stabbed to death in his front yard on Wednesday at the age of 81, according to Los Angeles police. The circumstances behind the stabbing are still being investigated; however, police said they attended Handy's house in Tarzana, a neighbourhood in LA's San Fernando Valley, shortly after 9:30am in...
Channing Tatum’s quote of the day celebrates hard work, grit and perseverance
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Hong Kong actress Natalie Ng dies at 51 after breast cancer battle
Hong Kong actress Natalie Ng dies at 51 after breast cancer battle The actress, who had been battling the disease for a number of years, died peacefully on Tuesday (Jun 9), surrounded by close family and friends. Hong Kong actress Natalie Ng has died at the age of 51 following her battle with breast cancer. Taking to her Instagram page on Tuesday (Jun 9), Ng’s family announced that she died peacefully in the hospital early that morning.
Body of ‘Alaskan Bush People’ star Matt Brown found in Washington state river
A body pulled from a Washington state river has been identified as that of “Alaskan Bush People” cast member Matt Brown. The Okanogan County Sheriff’s Office said the body was discovered in the Okanogan River on Saturday by a private search team and subsequently identified as Brown’s by the county coroner. The coroner will determine the cause and manner of death, the sheriff’s office said in a statement Sunday, sending condolences to the Brown family.
Revisiting Privacy Amplification by Subsampling in Selective Release DPSGD
Announce Type: new Abstract: Machine learning's reliance on sensitive data necessitates privacy-preserving techniques like Differentially Private Stochastic Gradient Descent (DPSGD). However, DPSGD suffers from substantial utility degradation and slow convergence due to gradient clipping and noise injection. Prior works have attempted to improve DPSGD from various perspectives; notably, the Differentially Private Selective Update and Release (DPSUR) algorithm has achieved remarkable model...
Lady Gaga's tattoos explained: Stories behind her iconic ink
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Chiaroscuro Attention: Spending Compute in the Dark
arXiv:2606.08327v1 Announce Type: new Abstract: Standard transformers apply self-attention uniformly at every layer and token, regardless of whether the input requires dynamic cross-token interaction. We propose CHIAR-Former (Chiaroscuro Attention), a 4-layer hybrid transformer that routes each token to one of three operators - DCT spectral mixing, RBF kernel mixing, or full self-attention - based on per-token spectral entropy, a theoretically justified complexity signal. Through systematic...