Siqi Fan
12 papers · 2021–2026 · 7 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π§ Keyword Pioneer πΊοΈ Taxonomy Completionist (30) π Interdisciplinary Bridge π Conference Polyglot (7)
π
Cross-Pollinator
(7)
π
Renaissance Researcher
(5)
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Century Club
(10)
ποΈ
Keyword Collector
(57)
Conferences
ACL (4)
CVPR (2)
IJCAI (2)
AAAI (1)
EMNLP (1)
ICML (1)
NIPS (1)
Top co-authors
Keywords
large language model
(4)
cooperative perception
(3)
sensor fusion
(2)
autonomous driving
(2)
model compression
(2)
relation extraction
(1)
object detection
(1)
catastrophic forgetting
(1)
semantic analysis
(1)
feature learning
(1)
point cloud
(1)
trajectory prediction
(1)
motion forecasting
(1)
3d vision
(1)
question answering
(1)
model merging
(1)
object tracking
(1)
low-rank approximation
(1)
early exit
(1)
information extraction
(1)
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
Exploiting Contextual Knowledge in LLMs through π±-usable Information based Layer Enhancement
ACL 2025
Position-Aware Depth Decay Decoding (D3): Boosting Large Language Model Inference Efficiency
ACL 2025
Not All Layers of LLMs Are Necessary During Inference
IJCAI 2025
End-to-End Autonomous Driving Through V2X Cooperation
AAAI 2025
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
Learning Cooperative Trajectory Representations for Motion Forecasting
NIPS 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