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Chilling mystery of woman found dead in washing machine at bottom of lake remains unsolved
Chilling mystery of woman found dead in washing machine at bottom of lake remains unsolved Trish Haynes was 25 years old when she mysteriously disappeared after cutting contact with her grandmother - eight years on, her New Hampshire homicide case remains unsolved A woman's body was found stuffed inside a washing machine after police received an anonymous tip directing them to search a nearby pond. Eight years on, her family are still fighting for justice. Trish Haynes was just 25 years old...
Unsolved cold case murder of graduate Melanie Hall 'broke' her mum who will never get justice
Unsolved cold case murder of graduate Melanie Hall 'broke' her mum who will never get justice Melanie Hall, 25, vanished after leaving a Bath nightclub in the early hours of June 9, 1996, and remains were found 13 years later dumped by an M5 slip road wrapped in rope and bin bags The unsolved murder of a graduate 30 years ago "broke" her mother who will never get justice after developing dementia, her family have revealed. Melanie Hall, 25, vanished after leaving a Bath nightclub in the...
Father's desperate appeal 30 years on from notorious unsolved murder
Father's desperate appeal 30 years on from notorious unsolved murder Melanie Hall was last seen in the early hours of Sunday, June 9, 1996, at the former Cadillacs nightclub in Walcot Street, Bath. 30 years on police have launched a fresh appeal for information that could finally bring her killer to justice On the 30th anniversary of the disappearance of Melanie Hall, police have launched a fresh appeal for information that could finally bring her killer to justice. Melanie was 25 when she...
Reche Caldwell's murder still unsolved after 6 yea...
THIRTY-THREE SECONDS of black-and-white home security video capture the last moments of former NFL wide receiver Reche Caldwell's life, grainy images of two people walking out the door of a home in east Tampa. It has just started to rain on the night of June 6, 2020. One of the figures is Caldwell.
A New Play, ‘Kenrex,’ Revisits the Story of a Bully’s Unsolved Murder
The spot where Kenneth Rex McElroy was fatally shot, in broad daylight, outside the D & G Tavern in Skidmore, Mo.
sGPO: Trading Inference FLOPs for Training Efficiency in RLVR
Announce Type: new Abstract: Standard Reinforcement Learning with Verifiable Rewards (RLVR) training allocates a fixed rollout budget to every query, without regard for what each query's difficulty means for the current policy. This leads to two symmetric failure modes: easy queries produce near-zero advantage because the policy already solves them, while unsolvable queries produce no signal because the policy never solves them. Both regimes waste training FLOPs without contributing to a...
The speeding ticket that may have saved teen from Ivan Milat
Hitchhiker tells NSW missing persons inquiry of Ivan Milat encounter Wed 10 Jun 2026 at 5:56am In short: A NSW man has told an inquiry that he and a friend were picked up by Ivan Milat while they were hitchhiking in the 1970s. The account is one of many submitted to the inquiry into unsolved disappearances in NSW. The inquiry will hold its first hearing in Bowral after visiting the Belanglo State Forest.
A Framework for Graph-Conditioned Hierarchical Shapley Attribution in Patent Valuation
arXiv:2606.01632v1 Announce Type: new Abstract: Estimating the economic contribution of a single patent inside a product that embodies tens of thousands of patents is a long-standing unsolved problem in intellectual property economics. We propose PatentXAI, a framework that treats patent valuation as a problem of explainable AI: given a characteristic function v(S) encoding the revenue achievable by patent subset S, a patent's Shapley value measures its fair share of product profit in a way...
Cheating in Multiplayer Online Games: a Dataset
arXiv:2606.06013v1 Announce Type: new Abstract: Cheating poses a significant threat to the Multiplayer Online Games (MOG) industry by degrading player satisfaction and undermining the fairness in competitive gaming. Despite efforts to develop mitigation techniques, cheating remains difficult to detect and prevent in practice. In particular, a class of cheats based on network flow disruption remains unsolvable.
Your Autoregressive Model Already Reveals the Causal Graph
Announce Type: replace Abstract: Autoregressive models trained via next-token prediction implicitly learn the conditional independence structure of their data-generating process. We exploit this observation to perform scalable causal discovery from a single observed sequence of discrete events -- without any task-specific retraining. Such single-stream settings arise naturally in vehicle diagnostics, manufacturing systems, and patient trajectories, yet they remain largely unsolved: the...