Jingwen Leng
14 papers · 2019–2026 · 8 venues · across top CS/AI venues
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Research topics
Deep Learning
(11)
Machine Learning
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Artificial Intelligence
(8)
Core AI
(8)
Application Areas
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Optimization & Theory Β· Machine Learning
(4)
Optimization & Theory Β· Deep Learning
(4)
Natural Language Processing
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Computer Science
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Mathematics & Optimization
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Keywords
transformer model
(4)
attention mechanism
(3)
inference acceleration
(3)
computational efficiency
(2)
adversarial attack
(2)
large language model
(2)
secure inference
(2)
model compression
(2)
knowledge distillation
(2)
constrained optimization
(1)
efficient computing
(1)
efficient inference
(1)
video generation
(1)
neural network compression
(1)
gaussian splatting
(1)
code generation
(1)
unsupervised clustering
(1)
model decomposition
(1)
tree structure
(1)
hessian approximation
(1)
Papers
CuBridge: An LLM-Based Framework for Understanding and Reconstructing High-Performance Attention Kernels
ACL 2026
On the (In-)Security of the Shuffling Defense in the Transformer Secure Inference
ACL 2026
Seele: A Unified Acceleration Framework for Real-Time Gaussian Splatting on Mobile Devices
CVPR 2026
TimeRipples: Accelerating vDiTs by Understanding the Spatio-Temporal Correlations in Latent Space
CVPR 2026
An Efficient Private GPT Never Autoregressively Decodes
ICML 2025
Gumbel Reranking: Differentiable End-to-End Reranker Optimization
ACL 2025
TreeKV: Smooth Key-Value Cache Compression with Tree Structures
IJCAI 2025
Nimbus: Secure and Efficient Two-Party Inference for Transformers
NeurIPS 2024
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator
ACL 2023
Block-Skim: Efficient Question Answering for Transformer
AAAI 2022
SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation
ICLR 2022
Transkimmer: Transformer Learns to Layer-wise Skim
ACL 2022
How Far Does BERT Look At: Distance-based Clustering and Analysis of BERTβs Attention
COLING 2020
Adversarial Defense Through Network Profiling Based Path Extraction
CVPR 2019