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cs.MA2026
Behavioral Probes for Information Flow in LLM Swarms
Junhui Chen, Yu Zhang, Lantian Li +1
Most existing approaches to LLM swarm optimization are utility-driven, focusing on final task utility while leaving the processing, integration, and reliance of information within…
cs.SD2026
Training-Free Multi-Step Inference for Target Speaker Extraction
Zhenghai You, Ying Shi, Lantian Li +1
Target speaker extraction (TSE) aims to recover a target speaker's speech from a mixture using a reference utterance as a cue. Most TSE systems adopt conditional auto-encoder archi…