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Li Hao

8 accepted papers

2025

Aligning Instance Brownian Bridge with Texts for Open-Vocabulary Video Instance Segmentation

AAAI 2025technical

Temporally locating objects with arbitrary class texts is the primary pursuit of open-vocabulary Video Instance Segmentation (VIS). Because of the insufficient vocabulary of video data, previous methods leverage the image-text pretraining model for recognizing object instances by separately aligning…

Cited by 0SourcePDFScholar
2025

Beyond Chemical QA: Evaluating LLM's Chemical Reasoning with Modular Chemical Operations

NeurIPS 2025poster

While large language models (LLMs) with Chain-of-Thought (CoT) reasoning excel in mathematics and coding, their potential for systematic reasoning in chemistry, a domain demanding rigorous structural analysis for real-world tasks like drug design and reaction engineering, remains untapped. Current b…

Cited by 0SourceScholar
2025

Guard Me If You Know Me: Protecting Specific Face-Identity from Deepfakes

NeurIPS 2025poster

Securing personal identity against deepfake attacks is increasingly critical in the digital age, especially for celebrities and political figures whose faces are easily accessible and frequently targeted. Most existing deepfake detection methods focus on general-purpose scenarios and often ignore th…

Cited by 0SourcecodeScholar
2025

Rethinking Text-based Protein Understanding: Retrieval or LLM?

EMNLP 2025

In recent years, protein-text models have gained significant attention for their potential in protein generation and understanding. Current approaches focus on integrating protein-related knowledge into large language models through continued pretraining and multi-modal alignment, enabling simultane

2025

Seeing Sound, Hearing Sight: Uncovering Modality Bias and Conflict of AI models in Sound Localization

NeurIPS 2025spotlight

Imagine hearing a dog bark and instinctively turning toward the sound—only to find a parked car, while a silent dog sits nearby. Such moments of sensory conflict challenge perception, yet humans flexibly resolve these discrepancies, prioritizing auditory cues over misleading visuals to accurately lo…

Cited by 0SourcecodeScholar
2025

Stacking Brick by Brick: Aligned Feature Isolation for Incremental Face Forgery Detection

CVPR 2025poster

The rapid advancement of face forgery techniques has introduced a growing variety of forgeries.Incremental Face Forgery Detection (IFFD), involvinggradually adding new forgery data to fine-tune the previously trained model, has been introduced as a promising strategy to deal with evolving forgery me…

2025

Uni-Retrieval: A Multi-Style Retrieval Framework for STEM’s Education

ACL 2025long

In AI-facilitated teaching, leveraging various query styles to interpret abstract text descriptions is crucial for ensuring high-quality teaching. However, current retrieval models primarily focus on natural text-image retrieval, making them insufficiently tailored to educational scenarios due to th…

Cited by 0SourcePDFScholar
2021

Learning Accurate Entropy Model with Global Reference for Image Compression

ICLR 2021poster

In recent deep image compression neural networks, the entropy model plays a critical role in estimating the prior distribution of deep image encodings. Existing methods combine hyperprior with local context in the entropy estimation function. This greatly limits their performance due to the absence…

Cited by 86SourcePDFScholar