7 citations · 14 across the 11 of their papers we have counts for
11 papers
MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory
Minghao Guo, Qingyue Jiao, Zeru Shi +14
Long-term agent memory is increasingly multimodal, yet existing evaluations rarely test whether agents preserve the visual evidence needed for later reasoning. In prior work, many…
AssemblyBench: Physics-Aware Assembly of Complex Industrial Objects
Danrui Li, Jiahao Zhang, Bernhard Egger +4
Assembling objects from parts requires understanding multimodal instructions, linking them to 3D components, and predicting physically plausible 6-DoF motions for each assembly ste…
JACoP: Joint Alignment for Compliant Multi-Agent Prediction
Qingze Liu, Alen Mrdovic, Danrui Li +3
Stochastic Human Trajectory Prediction (HTP) using generative modeling has emerged as a significant area of research. Although state-of-the-art models excel in optimizing the accur…
Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning
Lin Li, Jiawei Huang, Qihao Quan +7
In this paper, we propose the first VL\underline{\textbf{M}} \underline{\textbf{a}}gentic \underline{\textbf{r}}easoning framework for few-\underline{\textbf{s}}hot multimodal \und…
ECTraj: Enhanced Consistency Training for Multi-Agent Trajectory Prediction
Alen Mrdovic, Qingze, Liu +6
Diffusion models for multi-agent trajectory prediction are limited by iterative denoising, which causes inference latency that hinders their use in time-critical settings like auto…
ArchSeek: Retrieving Architectural Case Studies Using Vision-Language Models
Danrui Li, Yichao Shi, Yaluo Wang +2
Efficiently searching for relevant case studies is critical in architectural design, as designers rely on precedent examples to guide or inspire their ongoing projects. However, tr…
Cardiverse: Harnessing LLMs for Novel Card Game Prototyping
Danrui Li, Sen Zhang, Sam S. Sohn +3
The prototyping of computer games, particularly card games, requires extensive human effort in creative ideation and gameplay evaluation. Recent advances in Large Language Models (…
TrajDiffuse: A Conditional Diffusion Model for Environment-Aware Trajectory Prediction
Qingze, Liu, Danrui Li +4
Accurate prediction of human or vehicle trajectories with good diversity that captures their stochastic nature is an essential task for many applications. However, many trajectory…
From Words to Worlds: Transforming One-line Prompt into Immersive Multi-modal Digital Stories with Communicative LLM Agent
Samuel S. Sohn, Danrui Li, Sen Zhang +2
Digital storytelling, essential in entertainment, education, and marketing, faces challenges in production scalability and flexibility. The StoryAgent framework, introduced in this…
Microscopic modeling of attention-based movement behaviors
Danrui Li, Mathew Schwartz, Samuel S. Sohn +3
For transportation hubs, leveraging pedestrian flows for commercial activities presents an effective strategy for funding maintenance and infrastructure improvements. However, this…
On the Equivalency, Substitutability, and Flexibility of Synthetic Data
Che-Jui Chang, Danrui Li, Seonghyeon Moon +1
We study, from an empirical standpoint, the efficacy of synthetic data in real-world scenarios. Leveraging synthetic data for training perception models has become a key strategy e…