Siqi Fan
12 papers · 2021–2026 · 7 venues · across top CS/AI venues
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large language model
(4)
cooperative perception
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sensor fusion
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autonomous driving
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model compression
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relation extraction
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object detection
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catastrophic forgetting
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semantic analysis
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language modeling
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feature learning
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point cloud
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trajectory prediction
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motion forecasting
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model merging
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question answering
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object tracking
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3d vision
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low-rank approximation
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information extraction
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Papers
HiSVD: Principled Low-Rank Approximation of LLMs via Hierarchical Modeling of Information Capacity and Spectral Structure
ACL 2026
If an LLM Were a Character, Would It Know Its Own Story? Evaluating Lifelong Learning in LLMs
ACL 2026
End-to-End Autonomous Driving Through V2X Cooperation
AAAI 2025
Exploiting Contextual Knowledge in LLMs through π±-usable Information based Layer Enhancement
ACL 2025
Not All Layers of LLMs Are Necessary During Inference
IJCAI 2025
Position-Aware Depth Decay Decoding (D3): Boosting Large Language Model Inference Efficiency
ACL 2025
Learning Cooperative Trajectory Representations for Motion Forecasting
NeurIPS 2024
Mitigating Training Imbalance in LLM Fine-Tuning via Selective Parameter Merging
EMNLP 2024
RCooper: A Real-world Large-scale Dataset for Roadside Cooperative Perception
CVPR 2024
SpikeLM: Towards General Spike-Driven Language Modeling via Elastic Bi-Spiking Mechanisms
ICML 2024
Interactive Information Extraction by Semantic Information Graph
IJCAI 2022
SCF-Net: Learning Spatial Contextual Features for Large-Scale Point Cloud Segmentation
CVPR 2021