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SG-OPD: Sign-Gated On-Policy Distillation via Sign-Consistency Gating and Phased Teacher Sampling
new Abstract: On-policy distillation (OPD) trains a student on its own trajectories with dense per-token supervision from a stronger teacher, and often outperforms off-policy distillation and standard reinforcement learning. However, we find that its effectiveness implicitly relies on two assumptions that frequently break in practice: trajectory-level alignment between the student and the teacher, and uniform token-level reliability of the teacher's preferences. We therefore propose...
Bill Gates testifies in closed-door US House meeting over Epstein ties
Bill Gates testifies in closed-door US House meeting over Epstein ties In prepared remarks, Gates told the House Oversight Committee that meeting Epstein was a ‘grave error in judgment’. Tech entrepreneur Bill Gates, the co-founder of Microsoft, has testified in a closed-door session with a panel in the United States House of Representatives about his connection to convicted sex offender Jeffrey Epstein. While Wednesday’s meeting was held in private, Gates shared his opening remarks online,...
Bill Gates appears before Congress to testify over Epstein files
Bill Gates appears before Congress to testify over Epstein files Bill Gates appears before Congress to testify over Epstein files Microsoft founder Bill Gates appeared before Congress to voluntarily testify in a congressional probe into the Justice Department’s handling of the Jeffrey Epstein case. Gates said he hoped his testimony would support efforts to secure justice for victims. Published On 10 Jun 2026
Bill Gates claims Epstein used knowledge of affairs to put pressure on him
Bill Gates claims Epstein used knowledge of affairs to put pressure on him Bill Gates reportedly told members of the House Oversight Committee that he had no indication of Epstein's crimes - and that the disgraced financier used knowledge of his extramarital affairs to put pressure on him. Billionaire Bill Gates has claimed he was unaware of Jeffrey Epstein’s crimes and alleged that the disgraced financier later tried to use information about his affairs to get close to him. Gates said told...
Bill Gates to face questions about Jeffrey Epstein from House Oversight panel
Microsoft co-founder Bill Gates is set to be interviewed Wednesday by a House committee about his controversial friendship with the notorious sex offender Jeffrey Epstein. The mega-billionaire Gates is one of the biggest names to submit to a grilling by the House Oversight and Government Reform Committee, which for months has investigated Epstein's network of high-profile friends. Gates' testimony comes a day after the committee questioned Epstein's former longtime executive assistant,...
Bill Gates tells Epstein panel he 'never victimized anyone'
Bill Gates tells Epstein panel he 'never victimized anyone' June 10, 2026Tech billionaire Bill Gates testified about his relationship with deceased sex criminal Jeffrey Epstein before a House Oversight Committee on Wednesday. After the hearing, which was held behind closed doors, the Microsoft co-founder posted a transcript of his opening remarks to his personal website. "I never witnessed nor had any indication that Epstein was engaged in ongoing criminal conduct," Gates' statement said.
Bill Gates continued meeting with Jeffrey Epstein years after the financier’s sex-crime conviction and now Congress wants answers
Bill Gates continued meeting with Jeffrey Epstein years after the financier’s sex-crime conviction and now Congress wants answers The closed-door interview before the House Oversight Committee makes Gates the latest high-profile figure to answer questions as part of the panel’s review of Epstein-related records - Bookmark - CommentsGo to comments Billionaire Microsoft co-founder Bill Gates is set to appear before a congressional panel on Wednesday as lawmakers continue examining documents...
Bill Gates faces questioning in US Congress over Epstein ties
Bill Gates faces questioning in US Congress over Epstein ties WASHINGTON: Microsoft co-founder Bill Gates was set to face questioning on Wednesday (Jun 10) from United States lawmakers over his relationship with late sex offender Jeffrey Epstein, whose network of wealthy and powerful associates has fueled years of scrutiny and conspiracy theories. Gates, one of the world's richest men and a leading philanthropist, was due to appear before the House Oversight Committee for a transcribed...
Melinda Gates donates $215 mn for women’s health, dares others billionaires to follow
Melinda French Gates has a lifetime giving of $52.6 billion (Forbes data as on February 2026). The American philanthropist and Bill Gates’ ex-wife has donated mostly to nonprofits focused on global health and development, particularly initiatives supporting women and girls. In a latest, French Gates has announced $215 million additional funding to Washington–based Pivotal Philanthropies to focus on women’s reproductive and midlife health.
Dendrograms of Mixing Measures for Softmax-Gated Gaussian Mixture of Experts: Consistency Without Model Sweeps
Announce Type: replace-cross Abstract: We develop a unified statistical framework for softmax-gated Gaussian mixture of experts (SGMoE) that addresses three long-standing obstacles in parameter estimation and model selection: (i) non-identifiability of gating parameters up to common translations, (ii) intrinsic gate-expert interactions that induce coupled differential relations in the likelihood, and (iii) the tight numerator-denominator coupling in the softmax-induced conditional density....