MA-EgoQA: Question Answering over Egocentric Videos from Multiple Embodied Agents

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References (48)

[1]
OpenAI GPT-5 System Card
2025Aaditya K. Singh, A. Fry et al.
[2]
WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning
2025Woongyeong Yeo, Kangsan Kim et al.
[3]
Qwen3-VL Technical Report
2025Shuai Bai, Yuxuan Cai et al.
[4]
gpt-oss-120b&gpt-oss-20b Model Card
2025OpenAI Sandhini Agarwal, L. Ahmad et al.
[5]
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
2025Gheorghe Comanici, Eric Bieber et al.
[6]
Video-XL-2: Towards Very Long-Video Understanding Through Task-Aware KV Sparsification
2025Minghao Qin, Xiangrui Liu et al.
[7]
Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning
2025Shulin Tian, Ruiqi Wang et al.
[8]
Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models
2025Yanzhao Zhang, Mingxin Li et al.
[9]
Qwen3 Technical Report
2025An Yang, Anfeng Li et al.
[10]
Multi-agent Embodied AI: Advances and Future Directions
2025Zhaohan Feng, Ruiqi Xue et al.
[11]
Llama-Nemotron: Efficient Reasoning Models
2025A. Bercovich, Itay Levy et al.
[12]
EgoToM: Benchmarking Theory of Mind Reasoning from Egocentric Videos
2025Yuxuan Li, Vijay Veerabadran et al.
[13]
REMAC: Self-Reflective and Self-Evolving Multi-Agent Collaboration for Long-Horizon Robot Manipulation
2025Puzhen Yuan, Angyuan Ma et al.
[14]
CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models
2025Qingqing Zhao, Yao Lu et al.
[15]
EgoLife: Towards Egocentric Life Assistant
2025Yuhao Dong, Yuhao Dong
[16]
From RAG to Memory: Non-Parametric Continual Learning for Large Language Models
2025Bernal Jim'enez Guti'errez, Yiheng Shu et al.
[17]
Qwen2.5-VL Technical Report
2025Shuai Bai, Keqin Chen et al.
[18]
Qwen2.5-1M Technical Report
2025An Yang, Bowen Yu et al.
[19]
VideoRAG: Retrieval-Augmented Generation over Video Corpus
2025Soyeong Jeong, Kangsan Kim et al.
[20]
MMEgo: Towards Building Egocentric Multimodal LLMs for Video QA
2025Hanrong Ye, Haotian Zhang et al.

Showing 20 of 48 references

Founder's Pitch

"MA-EgoQA enables effective question answering over multiple egocentric videos from embodied agents, enhancing human-agent collaboration."

Video UnderstandingScore: 8View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

2/4 signals

5

Quick Build

2/4 signals

5

Series A Potential

3/4 signals

7.5

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