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What Makes a Strong Model? A Unified Spectral Analysis of Knowledge Transfer over High-dimensional Linear Regression
arXiv:2606.01292v1 Announce Type: new Abstract: Teacher-Student Knowledge Transfer (KT) is ubiquitous in modern machine learning, ranging from classical model compression via Knowledge Distillation (KD) to the emergent phenomenon of Weak-to-Strong (W2S) generalization. While existing studies offer isolated insights, a unified theoretical framework explaining the efficacy of KT across these disparate regimes remains lacking. In this work, we establish a unified spectral analysis of SGD...
Operator charged over living conditions such as faulty urinals, damaged walls in foreign worker dormitory
Operator charged over living conditions such as faulty urinals, damaged walls in foreign worker dormitory Communal toilets at the dormitory contained a broken squatting pan, faulty urinals and a hole in a corroded ceiling, according to charge sheets. SINGAPORE: An operator has been charged over the conditions of a foreign worker dormitory in Sungei Kadut, which was found to have faulty urinals, holes in the walls and no shower curtains in a communal toilet. KT&T Engineers and Constructors...
The Forest Service says it's closing offices to cut costs. But the math doesn't add up
The Forest Service is trying to shut down research hubs because it says it needs to live within its means. But the agency plans to close facilities that cost less than $1 to rent while keeping open one that costs $1 million.(Image credit: KT Kanazawich for NPR)
Entropy Gate: Entropy Quenching for Near-Lossless Token Compression in LLM Pipelines
arXiv:2606.03739v1 Announce Type: new Abstract: LLM pipelines waste substantial token budgets on low-information content: repeated context, verbose responses, and redundant boilerplate. We introduce Entropy Gate, a token compression framework applying entropy quenching $-$ a thermodynamic process that progressively freezes out low-energy tokens while preserving semantic fidelity. Each token receives a multi-factor information energy $E(t)$ combining statistical, structural, and positional...
GPU optical photon Monte Carlo for noble liquid detectors: validation against Geant4 in a large liquid argon TPC benchmark
Announce Type: new Abstract: Optical photon Monte Carlo simulation is a computational bottleneck for noble liquid Time Projection Chambers. Design studies require repeated, geometry dependent simulations of timing, wavelength shifting, and optical response, while reconstruction and particle identification workflows need labeled optical datasets. We present Simphony, a GPU optical simulation tool, formerly EIC-Opticks, built on Opticks with CUDA and NVIDIA OptiX. Simphony implements a GPU...
Terry's RBI lifts Texas Tech over UCLA at WCWS
OKLAHOMA CITY -- Kaitlyn Terry drove in the go-ahead run against her former team, and Texas Tech eliminated UCLA 8-7 in nine innings Sunday night in the Women's College World Series. The No. 11 Red Raiders will have to defeat top-seeded Alabama twice Monday to advance back to the championship series. Terry, who transferred from UCLA after last season, also allowed just two runs and struck out seven in five innings after replacing ace Nijaree Canady.
Annamalai meets Nitin Nabin amid speculation over exit from party
Former Tamil Nadu Bharatiya Janata Party (BJP) president K Annamalai met party national president Nitin Nabin and general secretary BL Santosh in New Delhi on Tuesday. The meeting comes amid speculations that Annamalai is planning to leave the BJP and launch a new political party, though not immediately. According to sources, Annamalai has been having serious differences with the party leadership for several months.
GPU optical photon Monte Carlo for noble liquid detectors: validation against Geant4 in a large liquid argon TPC benchmark
Announce Type: replace Abstract: Optical photon Monte Carlo simulation is a computational bottleneck for noble liquid Time Projection Chambers. Design studies require repeated, geometry dependent simulations of timing, wavelength shifting, and optical response, while reconstruction and particle identification workflows need labeled optical datasets. We present Simphony, a GPU optical simulation tool, formerly EIC-Opticks, built on Opticks with CUDA and NVIDIA OptiX. Simphony implements a GPU...
Alibaba/Open-Code-Review
The open source AI code review agent. English | 简体中文 Open Code Review is an AI-powered code review CLI tool. It originated as Alibaba Group's internal official AI code review assistant — over the past two years, it has served tens of thousands of developers and identified millions of code defects.