DoVer: Intervention-Driven Auto Debugging for LLM Multi-Agent Systems
Ming Ma · Jue Zhang · Fangkai Yang · Yu Kang · Qingwei Lin · Saravan Rajmohan · Dongmei Zhang
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Ming Ma · Jue Zhang · Fangkai Yang · Yu Kang · Qingwei Lin · Saravan Rajmohan · Dongmei Zhang
Wenjie Fu · Xiaoting Qin · Jue Zhang · Qingwei Lin · Lukas Wutschitz · Robert Sim · Saravan Rajmohan · Dongmei Zhang
Enterprise LLM agents can dramatically improve workplace productivity, but their core capability, retrieving and using internal context to act on a user’s behalf, also creates new risks for sensitive information leakage. We introduce CI-Work , a Contextual Integrity (CI)-grounded benchmark that s...
Yuanmin Tang · Jue Zhang · Xiaoting Qin · Jing Yu · Meikang Qiu · Gaopeng Gou · Gang Xiong · Qingwei Lin · Saravan Rajmohan · Dongmei Zhang · Qi Wu
Recent advances in AI and wearable devices, such as augmented-reality glasses, have made it possible to augment human memory by retrieving personal experiences in response to natural language queries. However, existing egocentric video datasets fall short in supporting the personalization and lon...