Search Results for author: Ziqiao Ma

Found 10 papers, 9 papers with code

GROUNDHOG: Grounding Large Language Models to Holistic Segmentation

no code implementations26 Feb 2024 Yichi Zhang, Ziqiao Ma, Xiaofeng Gao, Suhaila Shakiah, Qiaozi Gao, Joyce Chai

Most multimodal large language models (MLLMs) learn language-to-object grounding through causal language modeling where grounded objects are captured by bounding boxes as sequences of location tokens.

 Ranked #1 on Generalized Referring Expression Segmentation on gRefCOCO (using extra training data)

Causal Language Modeling Generalized Referring Expression Segmentation +2

Inversion-Free Image Editing with Natural Language

1 code implementation7 Dec 2023 Sihan Xu, Yidong Huang, Jiayi Pan, Ziqiao Ma, Joyce Chai

We show that when the initial sample is known, a special variance schedule reduces the denoising step to the same form as the multi-step consistency sampling.

Image Manipulation Text-based Image Editing

Towards A Holistic Landscape of Situated Theory of Mind in Large Language Models

1 code implementation30 Oct 2023 Ziqiao Ma, Jacob Sansom, Run Peng, Joyce Chai

Such situated evaluation provides a more comprehensive assessment of mental states and potentially mitigates the risk of shortcuts and data leakage.

Position Theory of Mind Modeling

CycleNet: Rethinking Cycle Consistency in Text-Guided Diffusion for Image Manipulation

1 code implementation NeurIPS 2023 Sihan Xu, Ziqiao Ma, Yidong Huang, Honglak Lee, Joyce Chai

Our empirical studies show that Cyclenet is superior in translation consistency and quality, and can generate high-quality images for out-of-domain distributions with a simple change of the textual prompt.

2k Image Generation +2

World-to-Words: Grounded Open Vocabulary Acquisition through Fast Mapping in Vision-Language Models

1 code implementation14 Jun 2023 Ziqiao Ma, Jiayi Pan, Joyce Chai

The ability to connect language units to their referents in the physical world, referred to as grounding, is crucial to learning and understanding grounded meanings of words.

Grounded Open Vocabulary Acquisition Language Modelling

NLP Reproducibility For All: Understanding Experiences of Beginners

3 code implementations26 May 2023 Shane Storks, Keunwoo Peter Yu, Ziqiao Ma, Joyce Chai

As natural language processing (NLP) has recently seen an unprecedented level of excitement, and more people are eager to enter the field, it is unclear whether current research reproducibility efforts are sufficient for this group of beginners to apply the latest developments.

Towards Collaborative Plan Acquisition through Theory of Mind Modeling in Situated Dialogue

1 code implementation18 May 2023 Cristian-Paul Bara, Ziqiao Ma, Yingzhuo Yu, Julie Shah, Joyce Chai

To complete these tasks, agents need to engage in situated communication with their partners and coordinate their partial plans towards a complete plan to achieve a joint task goal.

Collaborative Plan Acquisition Theory of Mind Modeling

DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in Interactive Autonomous Driving Agents

1 code implementation22 Oct 2022 Ziqiao Ma, Ben VanDerPloeg, Cristian-Paul Bara, Huang Yidong, Eui-In Kim, Felix Gervits, Matthew Marge, Joyce Chai

To this end, we introduce Dialogue On the ROad To Handle Irregular Events (DOROTHIE), a novel interactive simulation platform that enables the creation of unexpected situations on the fly to support empirical studies on situated communication with autonomous driving agents.

Autonomous Driving Dialogue Act Classification +2

Partition-Based Active Learning for Graph Neural Networks

1 code implementation23 Jan 2022 Jiaqi Ma, Ziqiao Ma, Joyce Chai, Qiaozhu Mei

We study the problem of semi-supervised learning with Graph Neural Networks (GNNs) in an active learning setup.

Active Learning Node Classification

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