ReDiS: Reasoning-Diagnosis Self-Evolution for Multimodal Reasoning in Remote Sensing

arXiv:2610.18388 · cs.CV · Submitted 2026-10-13 · Read on arXiv

cs.CV

Submitted: 2026-10-13

Updated: 2026-10-13

Code: https://github.com/MiliLab/ReDiS

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Multimodal Reasoning — 1× in this paper · explained in 5 episodes

Sources

• Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
• GPT-4o System Card
• DeepSeek-VL: Towards Real-World Vision-Language Understanding
• DUEL: Adversarial Self-Play for Multimodal Reasoning
• EvoLMM: Self-Evolving Large Multimodal Models with Continuous Rewards
• When Models Judge Themselves: Unsupervised Self-Evolution for Multimodal Reasoning
• Qwen3 Technical Report
• RemoteZero: Geospatial Reasoning with Zero Labels
• Seir\^enes: Adversarial Self-Play with Evolving Distractions for LLM Reasoning
• No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

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