Research & Innovation

Global: New Maximum Toroidal Distance Codes Aim to Lower Decryption Failures in Lattice‑Based EncryptionOn January 13, 2026, researchers Shuiyin Liu and Amin Sakzad submitted a study proposing a maximum toroidal…

Global: Decentralized Firmware Integrity Verification Demonstrated on Ethereum TestnetResearchers have introduced a decentralized framework for verifying firmware integrity in cyber‑physical systems, leveraging the Ethereum blockchain to store cryptographic hashes of…

Global: New Benchmark Assesses Agentic AI on Identity Security Visibility TasksA new benchmark called the Sola Visibility ISPM Benchmark was introduced to evaluate how agentic artificial‑intelligence systems handle identity security…

Global: Dual-Layer Nested Fingerprinting Proposed for LLM Intellectual Property ProtectionResearchers Zhenhua Xu, Yiran Zhao, Mengting Zhong, Dezhang Kong, Changting Lin, Tong Qiao and Meng Han submitted a paper to arXiv…

Global: New Fingerprinting Framework ‘ForgetMark’ Enables Stealthy Model Ownership VerificationA team of AI researchers announced in January 2026 that they have developed a novel model‑fingerprinting technique called ForgetMark. The approach,…

Global: Multi-View Collaborative Learning Boosts APT Detection, Study FindsA team of computer scientists has introduced a new detection framework called APT-MCL in a paper posted to arXiv in January 2026.…

Global: New Framework Detects Inference-Time Backdoors in Large Language ModelsIn January 2026, researchers posted a study on arXiv that introduces STAR (State‑Transition Amplification Ratio), a detection framework designed to identify…

Global: New Synthesis Tool Extends Small-Scale Quadratic Function Design to 9 BitsA team of researchers has introduced a software tool that can generate minimal Boolean circuits for quadratic functions up…

Global: Researchers Release ConCap Tool to Standardize NIDS Data GenerationResearchers have introduced ConCap, an open-source framework that enables the creation of isolated, lightweight network environments and automatically labels generated traffic…

Global: MCP Bridge Enables Secure, Platform‑Agnostic Access to Model Context Protocol for Resource‑Limited DevicesResearchers have introduced MCP Bridge, a lightweight RESTful proxy that connects multiple Model Context Protocol (MCP) servers…