3 papers
cs.HC2026
Causal Stories from Sensor Traces: Auditing Epistemic Overreach in LLM-Generated Personal Sensing Explanations
Shanshan Zhu, Han Zhang, J. Doris Chi +2
LLMs are increasingly used to explain personal sensing data, translating traces of activity and mood into natural-language accounts of why an anomalous day may have occurred. Howev…
cs.HC2026★ 2 cited
Designing KRIYA: An AI Companion for Wellbeing Self-Reflection
Shanshan Zhu, Wenxuan Song, Jiayue Melissa Shi +3
Most personal wellbeing apps present summative dashboards of health and physical activity metrics, yet many users struggle to translate this information into meaningful understandi…
cs.CL2025
Coherent Multimodal Reasoning with Iterative Self-Evaluation for Vision-Language Models
Wenjie Luo, Ruocheng Li, Shanshan Zhu +1
Despite significant advancements, current large language models (LLMs) and vision-language models (LVLMs) continue to struggle with complex, multi-step, cross-modal common sense re…