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Yuming Lin

7 accepted papers

2025

OpenCarbon: A Contrastive Learning-based Cross-Modality Neural Approach for High-Resolution Carbon Emission Prediction Using Open Data

IJCAI 2025

Accurately estimating high-resolution carbon emissions is crucial for effective emission governance and mitigation planning. While conventional methods for precise carbon accounting are hindered by substantial data collection efforts, the rise of open data and advanced learning techniques offers a p

2025

Reinforcement Learning with Adaptive Reward Modeling for Expensive-to-Evaluate Systems

ICML 2025poster

Training reinforcement learning (RL) agents requires extensive trials and errors, which becomes prohibitively time-consuming in systems with costly reward evaluations. To address this challenge, we propose adaptive reward modeling (AdaReMo) which accelerates RL training by decomposing the complicate…

2024

DailyDVS-200: A Comprehensive Benchmark Dataset for Event-Based Action Recognition

ECCV 2024poster

"Neuromorphic sensors, specifically event cameras, revolutionize visual data acquisition by capturing pixel intensity changes with exceptional dynamic range, minimal latency, and energy efficiency, setting them apart from conventional frame-based cameras. The distinctive capabilities of event camera…

2024

Knowledge-Guided Dynamic Modality Attention Fusion Framework for Multimodal Sentiment Analysis

EMNLP 2024finding

Multimodal Sentiment Analysis (MSA) utilizes multimodal data to infer the users’ sentiment. Previous methods focus on equally treating the contribution of each modality or statically using text as the dominant modality to conduct interaction, which neglects the situation where each modality may beco…

2024

Long-term Detection and Monitory of Chinese Urban Village Using Satellite Imagery

IJCAI 2024poster

Urban villages are areas filled with rural-like improvised structures in Chinese cities, usually housing the most vulnerable groups. Under the guidance of the Sustainable Development Goals (SDGs), the Chinese government initiated renewal and redevelopment projects, underscoring the meticulous mapp…

2024

UV-SAM: Adapting Segment Anything Model for Urban Village Identification

AAAI 2024technical

Urban villages, defined as informal residential areas in or around urban centers, are characterized by inadequate infrastructures and poor living conditions, closely related to the Sustainable Development Goals (SDGs) on poverty, adequate housing, and sustainable cities. Traditionally, governments h…

2023

Rethinking the Construction of Effective Metrics for Understanding the Mechanisms of Pretrained Language Models

EMNLP 2023long findings

Pretrained language models are expected to effectively map input text to a set of vectors while preserving the inherent relationships within the text. Consequently, designing a white-box model to compute metrics that reflect the presence of specific internal relations in these vectors has become a c…

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