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Anyone looking into the new MARS2 Workshop/Competition @ ECCV 2026? I saw Tec-do posting it. [D]
I recently came across the announcement for the MARS2 Workshop (Multimodal Reasoning Competition) at ECCV 2026. From what I understand, it focuses on multimodal reasoning and test-time reasoning (“slow thinking”), especially applied to video and real-world scenarios like advertising understanding and marketing-related tasks. The topic sounds interesting, but I’m still trying to wrap my head around what the actual evaluation setup looks like in practice. The spea
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- LinkedLinked via unknownMECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments →
- LinkedLinked via unknownBefore Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning →
- PossiblePossibly related (embedding) · 58%EvolvingLMMs-Lab/LLaVA-OneVision-2 →
- PossiblePossibly related (embedding) · 46%mlr-org/mlr3extralearners →
- PossiblePossibly related (embedding) · 46%Alisa0808/vox-director →
Covers
paperMECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied EnvironmentspaperBefore Thinking, Learn to Decide: Proactive Routing for Efficient Visual ReasoningpaperAsk, Solve, Generate: Self-Evolving Unified Multimodal Understanding and Generation via Self-Consistency RewardspaperLearning to Fold: prizewinning solution at LeHome Challenge 2026 (1st place online, 2nd offline)paperAirGroundBench: Probing Spatial Intelligence in Multimodal Large Models under Heterogeneous Multi-View Embodied Collaboration
Covers (incoming)
repoEvolvingLMMs-Lab/LLaVA-OneVision-2repomlr-org/mlr3extralearnersrepoAlisa0808/vox-directorpaperTask-Specific Multimodal Question Answering Agents via Confidence Calibration and Incremental Reasoning for QANTA 2026paperMeetingToM: Evaluating Multimodal LLMs on Theory-of-Mind Reasoning in Multi-Party Meetings
Related across the graph
paperBefore Thinking, Learn to Decide: Proactive Routing for Efficient Visual ReasoningrepoEvolvingLMMs-Lab/LLaVA-OneVision-2paperMECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied EnvironmentspaperTask-Specific Multimodal Question Answering Agents via Confidence Calibration and Incremental Reasoning for QANTA 2026repoAlisa0808/vox-directorpaperLearning to Fold: prizewinning solution at LeHome Challenge 2026 (1st place online, 2nd offline)paperMeetingToM: Evaluating Multimodal LLMs on Theory-of-Mind Reasoning in Multi-Party MeetingspaperAsk, Solve, Generate: Self-Evolving Unified Multimodal Understanding and Generation via Self-Consistency RewardspaperAirGroundBench: Probing Spatial Intelligence in Multimodal Large Models under Heterogeneous Multi-View Embodied Collaborationrepomlr-org/mlr3extralearners
