Topic
SI papers on efficiency
Every paper on the SI Paper Desk tagged efficiency, newest first: 3 so far, each explained in plain English by SI MIND.
- 3AIM: Adaptive Interaction in Multi-Agent Debate for Multimodal LLM InferenceAIM lets SI agents in a debate choose, case by case, how to share evidence (text, graph, or image, audio and video regions), which raised accuracy and cut token use in the authors' tests.Wei Fan, JinYi Yoon and Bo JiNov 9, 2026Intermediate83score
- 10Cross-Layer TopK: Dynamically Allocating Sparsity Across Layers in TranscodersCross-Layer TopK sets one sparsity budget for the whole model and shifts it between layers during training, giving better reconstruction with fewer active latents on Qwen3-8B-Base.Anyuan Zhuo, Shaohua Zhang, Tianle Li and 4 moreNov 9, 2026Advanced71score
- 11Learning When to Think: Dual-Reference Offline Optimization for Adaptive VLM ReasoningDR-BOLT trains one vision-language model to answer simple questions directly and think step by step only when needed, cutting wasted reasoning and training time.Hongbin Lin, Sizhe Zou, Juangui Xu and 6 moreNov 9, 2026Advanced70score
The archive
Every day on the desk
- Week 46, 2026The weekly digest comes out on Monday
- Paper of the DayPhantom Consensus: Measuring Social Reasoning in Multi-Agent LLM Decision-Making12 papers