Time-series analysis is increasingly studied in multimodal settings, yet most benchmarks pair temporal signals with text or with visualizations derived from the same signal. This leaves open whether multimodal large language models (MLLMs) can integrate time series with real-world visual evidence. We introduce MMTA (mu...
Zi-Yang Zhang, Shen-Yi Li, Yi-Lin Wang et al.· 0 citations
This Review provides a comprehensive review of recent progress in integrating audio into large language models, with a focus on four key areas: audio comprehension, audio generation, speech-based interaction and audio–visual understanding.
This work systematically analyzes risks induced by expanding cognitive capabilities, following a three-level framework defined by their cognitive scope, from physical cognition to social cognition, and finally to self-referential cognition.
Guanchu Wang, Qinuo Li, Mengnan Du et al.· IEEE Intelligent Systems· 0 citations
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