DAgger
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North Korea slams US remarks comparing South to 'dagger'
North Korea slams US remarks comparing South to 'dagger' The state-run Korean Central News Agency (KCNA) published a commentary by analyst Kim Myong Chol, who said remarks by a US General showed the US as "the chieftain of harassing peace and the world's worst war empire". North Korea on Wednesday (Jun 3) slammed remarks by the top American military official in South Korea comparing his host nation to "the dagger in the heart of Asia", saying it reflected Washington's strategy to contain...
VR-DAgger: Immersive VR for Dexterous Data Collection and Uncertainty-Guided On-Policy Correction
Announce Type: replace Abstract: Learning from demonstrations is effective for robotic manipulation, but collecting sufficient task-specific data remains a major bottleneck. Under distribution shift, small errors compound, performance degrades, and expert time is often spent on redundant, low-value corrections instead of the few critical failure cases. We present VR-DAgger, a human-in-the-loop framework centered on an immersive VR application for dexterous teleoperation, demonstration...
US general’s ‘dagger’ remark tests South Korea’s China balancing act
US general’s ‘dagger’ remark tests South Korea’s China balancing act A top commander’s blunt remark spotlights a fundamental disagreement over the true purpose of the 28,500 US troops based in South Korea South Korea’s presidential office said on Saturday that it was “aware” of Brunson’s remarks and that close consultations between the two allies were ongoing. Behind the scenes, however, Seoul reportedly conveyed its greater regret through other channels, including National Security Adviser...
DAGGER: Gradient-Free Construction of Transiently Amplifying Networks under Hard Connectivity Constraints
arXiv:2606.01227v1 Announce Type: new Abstract: Many networks not only support but also rely on transient non-normal amplification, an orders-of-magnitude increase in the activity of an otherwise stable system. Constructing such networks under hard sign/sparsity/diagonal constraints -- the regime relevant for biological connectomes and structured RNN initializations -- has so far required either gradient-based local search with thousands of inner-loop eigendecompositions or Schur-form direct...
Reinforcement Learning from Rich Feedback with Distributional DAgger
arXiv:2606.05152v2 Announce Type: replace Abstract: Reasoning models have advanced rapidly, but the dominant reinforcement learning from verifiable rewards (RLVR) recipe remains surprisingly narrow: sample many responses and reward each with a single bit indicating whether the final answer is correct. Yet many settings provide rich feedback, including execution traces, tool outputs, expert corrections, and model self-evaluations. We study how to use such feedback through a distributional...
Reinforcement Learning from Rich Feedback with Distributional DAgger
Announce Type: new Abstract: Reasoning models have advanced rapidly, but the dominant reinforcement learning from verifiable rewards (RLVR) recipe remains surprisingly narrow: sample many responses and reward each with a single bit indicating whether the final answer is correct. Yet many settings provide rich feedback, including execution traces, tool outputs, expert corrections, and model self-evaluations. We study how to use such feedback through a distributional variant of the classic...
UK Sikhs defend right to carry sacred dagger after student murder backlash
Britain’s Sikh community has rejected calls to strip them of the rights to carry a ceremonial knife – known as the kirpan – as outrage snowballs over the murder of an 18-year-old student by a Sikh man. Vickrum Singh Digwa, 23, was handed a life sentence by a judge on Tuesday for stabbing to death Henry Nowak, an accountancy student, in Southampton in December 2025. The murder case has reopened a debate over race, religion and identity in the UK.
Sometimes, a short game hits the spot
Slots & Daggers, a low-key, fantasy-themed slot machine roguelike, was one of my favorite games last year. That may sound like a complicated description, but the game mixes ideas from deckbuilding roguelikes with slot machines to create an engrossing loop, and there's steady meta-progression that helps you push further with just about every run. Perhaps the best part is that Slots & Daggers is short: Solo developer Friedemann describes the game as a mini roguelike, and I completed...
'Can't breathe': Video shows UK cops arresting stabbed teen as Indian-origin attacker posed as victim
A video widely circulating on social media shows British police handcuffing a dying teenager after he was stabbed by an Indian-origin Sikh man who falsely claimed he had been racially abused by the victim. The victim, 18-year-old Henry Nowak, was in a vulnerable condition and repeatedly tried to tell officers that "I can't breathe". The attacker, 23-year-old Vickrum Digwa, was carrying a large dagger known as a "kirpan," a ceremonial article of faith in Sikhism.
No 10 urged to review religious knife rules after Henry Nowak murder
Hampshire police commissioner writes to Keir Starmer over ‘national tragedy’ of Southampton stabbing last DecemberUK politics live – latest updatesThe police and crime commissioner for Hampshire is leading calls for a review of religious exemptions on the carrying of knives after the murder of 18-year-old Henry Nowak by a man carrying a “Sikh dagger” in Southampton. Donna Jones described the stabbing of university student Nowak as a “national tragedy” and said she was writing to the prime...