#Research
Curated coverage on «Research»: releases, research, benchmarks, open-source.

DetectorScope Turns the Black Box of AI-Text Detectors into a Transparent One
Google DeepMind researchers taught AI-text detectors to explain their decisions: sparse autoencoders pull human-readable features out of the model with no loss of…

LLM2Cert verifies 81 of 105 stability and safety certificates
Researchers introduce LLM2Cert and the DynaCertBench benchmark: an LLM proposes Lyapunov functions and barrier certificates, and SMT solvers and Lean check them.

Peking University speeds up video loading for AI by 1.45x
Academician Wen Gao's team releases codec4AI: storing video for random access cuts data by 58.7% and boosts loading speed 1.45x versus LeRobot v3.

RLSplat teaches 3D Gaussian Splatting to economize: up to 4.1× faster and 9.6× less memory

Stratified Sparse Attention speeds up decoding 2.96x at 1M context

StyleStream 2.0 Cuts Voice Conversion Latency in Half, to 520 ms

Diffusion LLM Agents Learn to Whisper in Vectors: +34 Points on QASC

RoboCasa-Shift: a benchmark shows where VLA robots break in the kitchen
The new RoboCasa-Shift benchmark ran GR00T N1.5 through 1 040 rollouts: two failures with the same ΔSR=0.188 break the robot at the first stage in 19.0% and 36.4%…

A Team of AI Researchers Found a Linear Attention Design That Beat GDN2 at 1.3B
A team of persistent AI agents with different scientific backgrounds searched for linear attention architectures. At 1.3B parameters, it beat GDN2 on language…

Researchers Ran 120 CPT Configurations for Game Agents, From 0.8B to 27B

Researchers teach LLMs to adapt to dialect: the CAP method and 10 model families

DuoLM Speeds Up LLM Recommendations 60x: 26,400 Scores per Second on a Single H100

RoboJudge-9B Judges Robot Videos More Accurately Than Gemini: 0.719 Correlation With Humans

Why 80% of Vibe-Coding Newcomers Get Stuck Before Writing a Single Line of Code — and How We Removed That Barrier

Bridged Self-Distillation teaches small models to reason from any teacher, even one behind an API

What the Claude Code leak revealed about the future of Anthropic's AI agents

Diffusion LLMs Spend Over Three Times as Many Passes on a Story as on Grammar
An analysis of two diffusion models across 10 tasks found that a story token in DiffusionGemma costs over three times as much as a grammar-fix token, and decoding…

The Complete Guide to ModelScope: From Model Discovery to Export
A detailed hands-on guide to working with the ModelScope platform in Google Colab. Learn how to search for, test, fine-tune and export AI models in a streamlined…






