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Evidence-Grounded Ensemble Diagnosis of 802.11 Packet Captures: A Multi-Stage Pipeline with Deterministic Reliability Scoring
arXiv:2606.06871v1 Announce Type: new Abstract: Diagnosing 802.11 packet captures requires expert protocol knowledge, is slow, inconsistent across engineers, and unscalable. LLM-based approaches sound plausible but fabricate protocol events absent from captures (especially truncated traces), produce uncalibrated confidence scores, and suffer evaluation bias when golden references are co-produced by the model under test. We introduce PROBE (Protocol Reasoning Over evidence-Based Ensembles), a...
Building from zero after addiction, prison, and a felony
- Published on Building from Zero After Addiction, Prison, and a Felony - Authors - Name - Gavin Ray - @GavinRayDev Building from Zero After Addiction, Prison, and a Felony I spent ages 14–16 in a maximum-security juvenile prison, became a felon at 19, lost almost everything to addiction, and later rebuilt my life through software, open source, and a few people who took a chance on me. I've wanted to write this for a while, but kept finding reasons not to.
INFUSER: Influence-Guided Self-Evolution Improves Reasoning
Announce Type: new Abstract: Self-evolution offers a scalable path to stronger reasoning: a pretrained language model improves itself with only minimal external supervision. Yet existing methods either depend on extensively curated or teacher-generated training data, or, when the generator runs unsupervised, reward it by a difficulty heuristic that need not improve the solver. We introduce INFUSER, an iterative co-training framework with two co-evolving roles: a Generator that drafts...
CUA-Gym: Scaling Verifiable Training Environments and Tasks for Computer-Use Agents
Announce Type: replace Abstract: Reinforcement learning with verifiable rewards (RLVR) has driven breakthroughs in domains such as math, tool-use, and software engineering, yet its extension to computer-use agents (CUAs) has been bottlenecked by the scarcity of scalable training data with deterministic rewards. Constructing such data for CUAs requires consistent task instruction, executable environment, and verifiable reward. However, hand-curated benchmarks achieve high reward fidelity but...
Stanley Cup Final preview: Key players, goalie con...
From a starting point of 16 teams, the 2026 Stanley Cup playoff field is now down to two. The Carolina Hurricanes blew past their competition in the Eastern Conference, needing only 13 games to win three series. The Vegas Golden Knights needed 16 games to get past their three opponents, but that included a four-game sweep of the top-seeded Colorado Avalanche.
First shipwrecks linked to real pirates of the Caribbean found in Bahamas
First shipwrecks linked to real pirates of the Caribbean found in Bahamas In a first, underwater archaeologists in the Bahamas have discovered three shipwrecks associated with the Golden Age of Piracy off the coast of Nassau. For the first time, shipwrecks associated with the real pirates of the Caribbean have been discovered in the Bahamas. A team of archaeologists and filmmakers found six shipwrecks in and near Nassau, the capital of the island of New Providence.
Canes favored over VGK to hoist Stanley Cup
Having finally gotten over the conference final hump, the Carolina Hurricanes will be favored to win the championship as they head into their first Stanley Cup Final since 2006. Following Friday night's decisive Game 5 of the Eastern Conference final, the Hurricanes opened as -155 favorites to win the Stanley Cup and the Vegas Golden Knights opened at +130, according to DraftKings odds. Those odds remained unchanged as of Saturday morning.
Channing Tatum’s quote of the day celebrates hard work, grit and perseverance
Channing Tatum didn't just become an actor. He became a presence. He's been in massive action films.
Trump has added gold medallions ‘all over’ the White House, daughter-in-law reveals: ‘They’re even in the shower’
Trump has added gold medallions ‘all over’ the White House, daughter-in-law reveals: ‘They’re even in the shower’ Lara Trump also claimed the Rose Garden is much better now that it’s paved — in part because her heels won’t get muddy - Bookmark - CommentsGo to comments Since returning to office, President Donald Trump has dramatically transformed the White House, taking a wrecking ball to the East Wing to make way for his sprawling ballroom, paving over the Rose Garden and coating the Oval...
Celebrating 100 years of Marilyn Monroe: Hollywood honours screen icon
Celebrating 100 years of Marilyn Monroe: Hollywood honours screen icon One century after she was born in Los Angeles, Marilyn Monroe's hometown is paying tribute to the film legend with a series of events exploring her career and enduring legacy, including special screenings of such classics as "The Seven Year Itch", "Some Like It Hot" and "The Misfits". Marilyn Monroe's hometown of Hollywood kicks off Monday a series of special events marking the 100th anniversary of the movie icon's birth....