Liu Guoming
6 papers · 2025–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (15) ⭐ Rising Star (6) ❓ The Questioner
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Prolific Year · Productive
Top co-authors
Research topics
Keywords
large language model
(5)
kv cache
(3)
inference efficiency
(2)
attention mechanism
(2)
grouped-query attention
(2)
model compression
(2)
memory optimization
(1)
inference optimization
(1)
latency reduction
(1)
speculative decoding
(1)
kv cache quantization
(1)
attention weight
(1)
inference speed
(1)
prompt compression
(1)
long-context understanding
(1)
text compression
(1)
cache compression
(1)
codebook quantization
(1)
kv cache reduction
(1)
dynamic compression
(1)
Papers
DAC: A Dynamic Attention-aware Approach for Task-Agnostic Prompt Compression
ACL 2025
Faster In-Context Learning for LLMs via N-Gram Trie Speculative Decoding
EMNLP 2025
KV-Latent: Dimensional-level KV Cache Reduction with Frequency-aware Rotary Positional Embedding
ACL 2025
SpindleKV: A Novel KV Cache Reduction Method Balancing Both Shallow and Deep Layers
ACL 2025
What Limits Bidirectional Model’s Generative Capabilities? A Uni-Bi-Directional Mixture-of-Expert Method For Bidirectional Fine-tuning
ICML 2025
XQuant: Achieving Ultra-Low Bit KV Cache Quantization with Cross-Layer Compression
EMNLP 2025