Maxwell Horton
4 papers · 2022–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Top co-authors
Research topics
Keywords
model compression
(1)
edge device
(1)
adaptive compression
(1)
inference speed
(1)
long-context inference
(1)
4-bit quantization
(1)
self-speculative decoding
(1)
weight compression
(1)
model size
(1)
network compression
(1)
unstructured sparsity
(1)
large language model
(1)
memory access
(1)
pseudo-random generator
(1)
bit compression
(1)
hierarchical quantized kv cache
(1)
Papers
QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache
ICML 2025
SeedLM: Compressing LLM Weights into Seeds of Pseudo-Random Generators
ICLR 2025
LCS: Learning Compressible Subspaces for Efficient, Adaptive, Real-Time Network Compression at Inference Time
WACV 2023
SPIN: An Empirical Evaluation on Sharing Parameters of Isotropic Networks
ECCV 2022