Research & Innovation

Global: Study Shows Ensemble Machine Learning Achieves 87% Accuracy in Predicting Australian Bushfire RiskA new research paper released on arXiv examines how spatio‑temporal environmental data can be leveraged to forecast…

Global: Study Finds Post‑Training Methods Can Revive Dataset Contamination in Large Language ModelsResearchers released a new arXiv preprint in January 2026 that investigates how dataset contamination interacts with standard post‑training…

Global: New GroupSegment SHAP Method Boosts Multivariate Time-Series ExplainabilityA new interpretability technique called GroupSegment SHAP (GS‑SHAP) has been introduced to improve the analysis of multivariate time‑series models across sectors such…

Global: New Posterior-Aware Conformal Regression Method Demonstrates Efficient Prediction IntervalsA team of machine‑learning researchers led by Dongseok Kim has introduced a novel conformal regression technique called CLAPS, as detailed in…

Global: New Judge Model Offers Scalable, Explainable Evaluation for Multimodal AI BenchmarksResearchers Min-Han Shih, Yu-Hsin Wu, and Yu-Wei Chen announced on January 3, 2026 the release of a dedicated multimodal…

Global: New Algorithms Offer Instance-Dependent Regret Bounds for Zero‑Sum Bandit GamesResearchers have introduced three novel algorithms that apply the Explore‑Then‑Commit (ETC) framework to two‑player zero‑sum games with bandit feedback, as…

Global: Edge-Informed Attack Cuts Queries for Targeted Black-Box Image ClassificationResearchers have introduced the Targeted Edge-informed Attack (TEA), a new technique that reduces the number of queries needed to generate targeted…

Global: New Interpolating Information Criterion Proposed for Overparameterized Models A team of researchers including Liam Hodgkinson, Chris van der Heide, Robert Salomone, Fred Roosta, and Michael W. Mahoney announced a…

Global: New Study Provides Convergence Guarantees for AdamW-Style Shampoo OptimizerResearchers Huan Li, Yiming Dong, and Zhouchen Lin submitted a paper on January 12, 2026, that delivers a formal convergence‑rate analysis…

Global: Study Defines Minimal Qubit Resources for Solving QUBO ProblemsA team of quantum computing researchers has introduced a framework that pinpoints the smallest quantum circuit width required to address quadratic…