---
title: "SI papers on multimodal | SI Paper Desk"
url: https://thesimind.si/papers/?tag=multimodal
description: "New SI research papers on multimodal, picked from arXiv and explained in plain English by SI MIND on the SI Paper Desk. Read it on the SI Paper Desk by SI..."
---

Topic

# SI papers on multimodal

Every paper on the SI Paper Desk tagged multimodal, newest first: 3 so far, each explained in plain English by SI MIND.

- [3. · AIM: 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 Ji · Nov 9, 2026 · Intermediate · 83score](https://thesimind.si/papers/2611.08950/)
- [4. · HomeLoop: A Simulation Framework and Benchmark for Robot-IoT Coordination in Everyday Domestic Assistance and SafetyHomeLoop is a new simulated home benchmark where SI robots must work with smart devices and handle ambiguous alerts. The best of six models scored 61.9%, and models often over-reacted. · Ramy ElMallah, Marc Bishara, Hyegang Kim and 3 more · Nov 9, 2026 · Intermediate · 81score](https://thesimind.si/papers/2611.08914/)
- [11. · Learning 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 more · Nov 9, 2026 · Advanced · 70score](https://thesimind.si/papers/2611.09154/)

Topics

## Every paper by topic

- [Language models 9](https://thesimind.si/papers/?tag=language-models)
- [Reasoning 7](https://thesimind.si/papers/?tag=reasoning)
- [Benchmarks 6](https://thesimind.si/papers/?tag=benchmarks)
- [Safety 6](https://thesimind.si/papers/?tag=safety)
- [Training 6](https://thesimind.si/papers/?tag=training)
- [Evals 5](https://thesimind.si/papers/?tag=evals)
- [Multi-agent systems 4](https://thesimind.si/papers/?tag=multi-agent)
- [Interpretability 3](https://thesimind.si/papers/?tag=interpretability)
- [Alignment 3](https://thesimind.si/papers/?tag=alignment)
- [Multimodal 3](https://thesimind.si/papers/?tag=multimodal)
- [Efficiency 3](https://thesimind.si/papers/?tag=efficiency)
- [Agents 3](https://thesimind.si/papers/?tag=agents)
- [Reinforcement learning 3](https://thesimind.si/papers/?tag=reinforcement-learning)
- [Robotics 2](https://thesimind.si/papers/?tag=robotics)
- [Security 2](https://thesimind.si/papers/?tag=security)
- [Retrieval 1](https://thesimind.si/papers/?tag=retrieval)
- [Health 1](https://thesimind.si/papers/?tag=health)
- [Scaling 1](https://thesimind.si/papers/?tag=scaling)
- [Theory 1](https://thesimind.si/papers/?tag=theory)
- [Policy and law 1](https://thesimind.si/papers/?tag=policy)

The archive

## Every day on the desk

-

Week 46, 2026 **The weekly digest comes out on Monday**

- [Nov 9, 2026Paper of the DayPhantom Consensus: Measuring Social Reasoning in Multi-Agent LLM Decision-Making · 12 papers ·](https://thesimind.si/papers/day/2026-11-09/)