Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles

22 May 2025

Papers citing "Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles"

14 / 14 papers shown

Title
A Simple Recipe for Contrastively Pre-training Video-First Encoders Beyond 16 Frames Pinelopi Papalampidi Skanda Koppula Shreya Pathak Justin T Chiu Joseph Heyward Viorica Patraucean Jiajun Shen Antoine Miech Andrew Zisserman Aida Nematzdeh VLM 91 26 0 31 Dec 2024
HCQA @ Ego4D EgoSchema Challenge 2024 Haoyu Zhang Yuquan Xie Yisen Feng Zaijing Li Meng Liu Liqiang Nie 59 4 0 22 Jun 2024
Emotion-LLaMA: Multimodal Emotion Recognition and Reasoning with Instruction Tuning Zebang Cheng Zhi-Qi Cheng Jun-Yan He Jingdong Sun Kai Wang Yuxiang Lin Zheng Lian Xiaojiang Peng Alexander G. Hauptmann MLLM 55 37 0 17 Jun 2024
VideoAgent: Long-form Video Understanding with Large Language Model as Agent Xiaohan Wang Yuhui Zhang Orr Zohar Serena Yeung-Levy VLM 142 94 0 15 Mar 2024
Memory Consolidation Enables Long-Context Video Understanding Ivana Balavzević Yuge Shi Pinelopi Papalampidi Rahma Chaabouni Skanda Koppula Olivier J. Hénaff 140 26 0 08 Feb 2024
A Simple LLM Framework for Long-Range Video Question-Answering Ce Zhang Taixi Lu Md. Mohaiminul Islam Ziyang Wang Shoubin Yu Mohit Bansal Gedas Bertasius 121 87 0 28 Dec 2023
LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos Ying Wang Yanlai Yang Mengye Ren 70 17 0 07 Dec 2023
Zero-Shot Video Question Answering with Procedural Programs Rohan Choudhury Koichiro Niinuma Kris M. Kitani László A. Jeni 44 24 0 01 Dec 2023
EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding K. Mangalam Raiymbek Akshulakov Jitendra Malik 68 275 0 17 Aug 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 240 931 0 27 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 631 13,788 0 15 Mar 2023
Learning Video Representations from Large Language Models Yue Zhao Ishan Misra Philipp Krahenbuhl Rohit Girdhar VLM AI4TS 56 172 0 08 Dec 2022
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 350 1,056 0 13 Oct 2021
Parameter-Efficient Transfer Learning for NLP N. Houlsby A. Giurgiu Stanislaw Jastrzebski Bruna Morrone Quentin de Laroussilhe Andrea Gesmundo Mona Attariyan Sylvain Gelly 189 4,368 0 02 Feb 2019