Latest posts tagged with #multagents on Bluesky
New Framework CORRECT Boosts Error Detection in Multi-Agent Systems
CORRECT, a training‑free cache of error schemata for LLMs, improves error localisation by up to 19.8% and was tested on the CORRECT‑Error dataset of over 2,000 trajectories. getnews.me/new-framework-correct-bo... #multagents #errorlocalisation
MARIC Multi‑Agent Framework Raises Image Classification Accuracy
MARIC, a multi‑agent framework, treats image classification as collaborative reasoning and outperformed top VLMs and CNNs on four benchmark datasets tasks. Read more: getnews.me/maric-multi-agent-framew... #maric #imageclassification #multagents
AEGIS Framework Automates Error Generation for Multi-Agent AI Systems
AEGIS automatically injects controllable errors into multi‑agent system trajectories, creating a traceable dataset of realistic failures. The dataset and tools are publicly available. getnews.me/aegis-framework-automate... #aegis #multagents
Causal Scaffolding Boosts Failure Attribution in Multi‑Agent Systems
The A2P framework raises step‑level failure attribution accuracy to 47.46% on the Who&When benchmark, a 2.85× gain over the 16.67% baseline (Sep 12 2025). Read more: getnews.me/causal-scaffolding-boost... #causalinference #multagents #debugging
