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Yuchen Song

5 accepted papers

2026

Culture In a Frame: C$^3$B as a Comic-Based Benchmark for Multimodal Culturally Awareness

ICLR 2026poster

Cultural awareness capabilities has emerged as a critical capability for Multimodal Large Language Models (MLLMs). However, current benchmarks lack progressed difficulty in their task design and are deficient in cross-lingual tasks. Moreover, current benchmarks often use real-world images. Each real…

Cited by 0SourceScholar
2025

Learning Generalizable Feature Fields for Mobile Manipulation

IROS 2025

An open problem in mobile manipulation is how to represent objects and scenes in a unified manner so that robots can use both for navigation and manipulation. The latter requires capturing intricate geometry while understanding fine-grained semantics, whereas the former involves capturing the comple

Cited by 49SourceScholar
2025

Make Imagination Clearer! Stable Diffusion-based Visual Imagination for Multimodal Machine Translation

ACL 2025long

Visual information has been introduced for enhancing machine translation (MT), and its effectiveness heavily relies on the availability of large amounts of bilingual parallel sentence pairs with manual image annotations. In this paper, we introduce a stable diffusion-based imagination network into a…

2025

WildLMa: Long Horizon Loco-Manipulation in the Wild

ICRA 2025

‘In-the-wild’ mobile manipulation aims to deploy robots in diverse real-world environments, which requires the robot to (1) have skills that generalize across object configurations; (2) be capable of long-horizon task execution in diverse environments; and (3) perform complex manipulation beyond pic

Cited by 16SourceScholar