Institution

Jilin University

A national public research university in Changchun, Jilin, China, with research output spanning computer science and AI.

LLM Reasoning · Shanghai Jiao Tong University

ReRe: Cross-view Revisiting Lifts MLLM Spatial Reasoning

ReRe lets an MLLM answer a spatial question, then re-watch a synthesized novel-view video and revise. Training-free, it pushes Qwen3-VL-2B from 22.5 to 31.0 on VSI-Bench (+8.5).

AI Agents · Xiamen University

SAAS: Teaching Search Agents When to Stop Searching

SAAS uses self-aware RL to cut a Qwen2.5-7B search agent's average queries from 2.19 to 0.97 per question, while keeping accuracy near the best baseline (48.7% vs 49.8%).