--- title: "Workshop on Multimodal Augmented Generation via Multimodal" description: "Workshop on Multimodal Augmented Generation via Multimodal Retrieval 2026 — accepted papers: 3 papers in the Elamur Research library…" canonical: "https://research.elamur.ai/free/en/venues/magmar/2026/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/venues/magmar/2026/) [home](https://md.research.elamur.ai/free/en/) / [venues](https://md.research.elamur.ai/free/en/venues/) / [Workshop on Multimodal Augmented…](https://md.research.elamur.ai/free/en/venues/magmar/) / 2026 # Workshop on Multimodal Augmented Generation via Multimodal Retrieval 2026 — accepted papers Workshop on Multimodal Augmented Generation via Multimodal Retrieval 2026 is the 2026 edition of the Workshop on Multimodal Augmented Generation via Multimodal Retrieval, held in San Diego, USA, July 2026 (publisher: Association for Computational Linguistics). The ACL Anthology lists 10 papers of it; our library holds 3 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions. 📍 San Diego, [United States](https://md.research.elamur.ai/free/en/countries/united-states/) · 🗓 July 2026 [**10** papers in the proceedings](#all) · [**3** works in our library](https://md.research.elamur.ai/free/en/venues/magmar/2026/#works) · [**1** citations of these works](https://md.research.elamur.ai/free/en/venues/magmar/2026/#works) ## All accepted papers (10) The most cited first; 3 with our summary link to their page here, the others to the original. 1. **[CRAFT: Critic-Refined Adaptive Key-Frame Targeting for Multimodal Video Question Answering ↗](https://aclanthology.org/2026.magmar-main.15/)**Mahesh Bhosale, Abdul Wasi, Vishvesh Trivedi et al. 2. **[Decoupling Semantics and Logic: A Training-Free Coarse-to-Fine Pipeline for Video Retrieval-Augmented Generation ↗](https://aclanthology.org/2026.magmar-main.12/)**JiaXin Dai, Zehang Wei, Jiamin Yan et al. 3. **[Findings of the MAGMaR 2026 Shared Task](https://md.research.elamur.ai/free/en/papers/martin-2026-findings-magmar-2026-shared-task/)**Alexander Martin, Dengjia Zhang, Joel Brogan et al.*our summary* 4. **[KoViDoRe: A Benchmark for Korean Visual Document Retrieval ↗](https://aclanthology.org/2026.magmar-main.11/)**Yongbin Choi, Yongwoo Song, Mujeen Sung 5. **[Less is More: Controlled Visual Evidence Routing and Redundancy Compression for Key Information Extraction ↗](https://aclanthology.org/2026.magmar-main.10/)**Yang Li, Yajiao Wang, Wenhao Hu et al. 6. **[MARQUIS: A Three-Stage Pipeline for Video Retrieval-Augmented Generation ↗](https://aclanthology.org/2026.magmar-main.13/)**Debashish Chakraborty, Dengjia Zhang, Jialiang Jin et al. 7. **[MODE-RAG: Manifold Outlier Diagnosis and Energy-based Retrieval-Augmented Generation Evaluation](https://md.research.elamur.ai/free/en/papers/wei-2026-mode-rag-manifold-outlier-diagnosis/)**Zehang Wei, JiaXin Dai, Jiamin Yan et al.*our summary* 8. **[Non-Event Oriented Video Assessments in Long-Form Robot Videos ↗](https://aclanthology.org/2026.magmar-main.8/)**Stephanie M. Lukin, Kimberly A. Pollard, Claire Bonial et al. 9. **[TRACE: Evidence Grounding-Guided Multi-Video Event Understanding and Claim Generation](https://md.research.elamur.ai/free/en/papers/yan-2026-trace-evidence-grounding-guided-multi/)**Pengyu Yan, Akhil V S S Gorugantu, Mahesh Bhosale et al.*our summary* 10. **[When Image and Text Disagree: Cross-Modal Evidence Conflict in Multimodal Retrieval-Augmented Generation ↗](https://aclanthology.org/2026.magmar-main.3/)**Jasper Kyle Catapang ## Papers with our summary in our library (3) The most cited first (OpenAlex citations plus our library's). 1. **[TRACE: Evidence Grounding-Guided Multi-Video Event Understanding and Claim Generation](https://md.research.elamur.ai/free/en/papers/yan-2026-trace-evidence-grounding-guided-multi/) [Workshop on Multimodal Augmented Generation via Multimodal Retrieval](https://md.research.elamur.ai/free/en/venues/magmar/)**Pengyu Yan, Akhil V S S Gorugantu, Mahesh Bhosale, et al.*2026 · 1 citation* 2. **[Findings of the MAGMaR 2026 Shared Task](https://md.research.elamur.ai/free/en/papers/martin-2026-findings-magmar-2026-shared-task/) [Workshop on Multimodal Augmented Generation via Multimodal Retrieval](https://md.research.elamur.ai/free/en/venues/magmar/)**Alexander Martin, Dengjia Zhang, Joel Brogan, et al.*2026* 3. **[MODE-RAG: Manifold Outlier Diagnosis and Energy-based Retrieval-Augmented Generation Evaluation](https://md.research.elamur.ai/free/en/papers/wei-2026-mode-rag-manifold-outlier-diagnosis/) [Workshop on Multimodal Augmented Generation via Multimodal Retrieval](https://md.research.elamur.ai/free/en/venues/magmar/)**Zehang Wei, JiaXin Dai, Jiamin Yan, et al.*2026* ## Top topics Topics of its works in our library, with the number of works on each. [Evaluation & benchmarks (1)](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Information retrieval & search (1)](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [Vision & language (1)](https://md.research.elamur.ai/free/en/topics/multimodal/) ## Fields [Arts and Humanities (3)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (3)](https://md.research.elamur.ai/free/en/shelves/computer-science/) ## Top authors Authors with a page who published here most often: their works here, and the citations of those works. [🧑‍🔬**Xiang Xiang**2 works here](https://md.research.elamur.ai/free/en/authors/xiang-xiang/) · [🧑‍🔬**Alexander Martin**1 work here](https://md.research.elamur.ai/free/en/authors/alexander-martin/) · [🧑‍🔬**Andrew Yates**1 work here](https://md.research.elamur.ai/free/en/authors/andrew-yates/) · [🧑‍🔬**Francis Ferraro**1 work here](https://md.research.elamur.ai/free/en/authors/francis-ferraro/) · [🧑‍🔬**Jeremy Gwinnup**1 work here](https://md.research.elamur.ai/free/en/authors/jeremy-gwinnup/) · [🧑‍🔬**Kenton Murray**1 work here](https://md.research.elamur.ai/free/en/authors/kenton-murray/) · [🧑‍🔬**Reno Kriz**1 work here](https://md.research.elamur.ai/free/en/authors/reno-kriz/) ## Top institutions Institutions on the bylines of its works here, by the number of works. [🔬**United States Air Force Research Laboratory** Wright-Patterson AFB · United States 1 work here](https://md.research.elamur.ai/free/en/labs/united-states-air-force-research-laboratory/) · [🎓**Johns Hopkins University** Baltimore · United States 1 work here](https://md.research.elamur.ai/free/en/universities/johns-hopkins-university/) · [🏢**OpenAI** San Francisco · United States 1 work here](https://md.research.elamur.ai/free/en/companies/openai/) · [🎓**Huazhong University of Science and Technology** Wuhan · China 1 work here](https://md.research.elamur.ai/free/en/universities/huazhong-university-of-science-and-technology/) · [🎓**New York University** New York · United States 1 work here](https://md.research.elamur.ai/free/en/universities/new-york-university/) · [🎓**University at Buffalo, State University of New York** Buffalo · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-at-buffalo-state-university-of-new-york/) · [🎓**University of Maryland, Baltimore County** Baltimore · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-maryland-baltimore-county/) · [🎓**University of Amsterdam** Amsterdam · Netherlands 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-amsterdam/) Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library. - [↑ back to Workshop on Multimodal Augmented Generation via Multimodal Retrieval](https://md.research.elamur.ai/free/en/venues/magmar/)