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30 papers published across 5 labs.
Edge service orchestration can achieve up to 64.5% lower decision latency than LLMs by using Jev decision models, even at high loads where LLMs fail.
Frontier LLMs struggle to replicate expert consensus in complex, longitudinal cancer treatment discussions, scoring below expert equivalence on a new real-world benchmark.
Latent communication can be compressed by 75% without accuracy loss by conditioning KV cache transmissions on receiver information needs.
Frontier LLMs struggle to replicate expert consensus in complex, longitudinal cancer treatment discussions, scoring below expert equivalence on a new real-world benchmark.
Latent communication can be compressed by 75% without accuracy loss by conditioning KV cache transmissions on receiver information needs.
This work presents a video summarization algorithm based on multi-object tracking and person reidentification that selects keyframes using a multi-factor weighting scheme that optimizes biometric clarity, social interaction, and motion dynamics, while Adaptive Non-Maximum Suppression ensures temporal diversity.
Edge service orchestration can achieve up to 64.5% lower decision latency than LLMs by using Jev decision models, even at high loads where LLMs fail.