Research & Innovation

Global: New Interactive Framework Enhances LLM Personalization While Preserving User PrivacyResearchers announced a novel interactive system called P³ that enables large language models (LLMs) to generate personalized responses without transmitting…

Global: Study Introduces Credibility Framework for Cryptographic Deniable SystemsA recent preprint posted on arXiv outlines a new framework intended to bridge the gap between technical notions of cryptographic deniability and…

Global: Least-Loaded Expert Parallelism Cuts Memory Use and Boosts Speed for Mixture-of-Experts ModelsResearchers have introduced a new algorithm called Least-Loaded Expert Parallelism (LLEP) to address token routing imbalances in large…

Global: New Offline Training Framework Challenges Need for Online RL in Research AgentsA study released on Jan. 26, 2026 by a team of seven researchers from multiple institutions presents a…

Global: Mamba-assisted Neural Network Enhances OFDM Channel Estimation EfficiencyResearchers from several institutions, including Dianxin Luan and co‑authors, have introduced a neural network framework that leverages the Mamba architecture together with…

Global: LLM-Driven Framework Accelerates Large-Scale Optimization Model DevelopmentResearchers have introduced a new workflow construction framework called LEAN-LLM-OPT, which automates the formulation of large‑scale optimization models. The approach was detailed in…

Global: Separating World Models from Language Models Improves ControllabilityIn a paper posted to arXiv on January 27, 2026, a team of researchers introduced a design principle they term ‘the mouth…

Global: New Visual Analytics Tool Enables Systematic Evaluation of Machine Unlearning MethodsResearchers have introduced a visual analytics platform called Unlearning Comparator to address growing difficulties in assessing machine unlearning techniques…

Global: New Framework Evaluates Neural Network Similarity Across Architectures and Pruning Introducing the Triangle of Similarity Researchers have presented a novel analytical framework called the Triangle of Similarity to assess…

Global: New Deep Learning Model Improves Sound Event Localization and Classification Across Multiple Microphone ArraysResearchers have introduced a deep‑learning approach that simultaneously localizes and classifies sound events using multiple microphone…