bus-brain-inspired-unsupervised-self-reflection

name	bus-brain-inspired-unsupervised-self-reflection
description	BUS: Brain-Inspired Unsupervised Self-Reflection for VLM reasoning. Uses backward prediction (neuroscience concept) to enable label-free self-reflective reasoning in Vision-Language Models. Compatible with SFT and RL, tested on 8 benchmarks. Activation: BUS, backward prediction, unsupervised self-reflection, VLM reasoning, neuroscience-inspired training.
tags	["vlm","self-reflection","backward-prediction","neuroscience","unsupervised-learning","reasoning"]
arxiv_id	2607.07361
authors	["Jiacheng Yang","Tongying Xiao","Yunkai Dang","Cong Wang","Yuekun Yang","Qi Fan","Wenbin Li","Feng Miao","Yang Gao"]
date	2026-07-08
subjects	["cs.CV"]

BUS: Brain-Inspired Unsupervised Self-Reflection for Advanced Multimodal Reasoning

Core Contribution