Sehoon Kim
15 papers · 2021–2025 · 6 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (26) π Interdisciplinary Bridge Β· Bronze π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π¬ Deep Specialist (10)
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(13)
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(77)
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Research topics
Machine Learning
(11)
Application Areas
(11)
Deep Learning
(9)
Artificial Intelligence
(8)
Core AI
(8)
Natural Language Processing
(6)
Optimization & Theory Β· Deep Learning
(5)
Generation
(4)
Optimization & Theory Β· Machine Learning
(4)
Techniques
(3)
Architectures
(2)
Models
(2)
Resources & Methods
(2)
Speech & Audio
(1)
Learning Types
(1)
Keywords
large language model
(5)
inference efficiency
(4)
model compression
(3)
transformer architecture
(2)
executor
(2)
model distillation
(1)
automatic speech recognition
(1)
knowledge distillation
(1)
bert model
(1)
autoregressive generation
(1)
k-means clustering
(1)
low-resource learning
(1)
efficient computing
(1)
computational efficiency
(1)
structured sparsity
(1)
text generation
(1)
imperative programming
(1)
memory efficiency
(1)
synthetic data
(1)
model pruning
(1)
Papers
Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks
ICML 2025
QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache
ICML 2025
Squeezed Attention: Accelerating Long Context Length LLM Inference
ACL 2025
An LLM Compiler for Parallel Function Calling
ICML 2024
KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization
NeurIPS 2024
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement
ACL 2024
SqueezeLLM: Dense-and-Sparse Quantization
ICML 2024
TinyAgent: Function Calling at the Edge
EMNLP 2024
Speculative Decoding with Big Little Decoder
NeurIPS 2023
A Fast Post-Training Pruning Framework for Transformers
NeurIPS 2022
BigColor: Colorization Using a Generative Color Prior for Natural Images
ECCV 2022
Hessian-Aware Pruning and Optimal Neural Implant
WACV 2022
Squeezeformer: An Efficient Transformer for Automatic Speech Recognition
NeurIPS 2022
I-BERT: Integer-only BERT Quantization
ICML 2021
Terra: Imperative-Symbolic Co-Execution of Imperative Deep Learning Programs
NeurIPS 2021