Pruning LLMs Like a Physicist: Block Removal as an Ising Optimization Problem
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Safety for Whom? Boundary-Aware Self-Distillation for Controlled LLM Safety Refusal
Quantization-Aware Healing: A Practical Recipe for Recovering Compressed, 4-Bit LLMs
Articles
Article
Pruning LLMs Like a Physicist: Block Removal as an Ising Optimization Problem
MultiverseComputingCAI
• • 31
AntonioTN
authored a
paper 13 days ago
ali-hashemi
authored 3
papers 15 days ago
Quantization-Aware Healing: A Practical Recipe for Recovering Compressed, 4-Bit LLMs
Paper • 2608.20953 • Published • 14
LLM Compression by Block Removal with Constrained Binary Optimization
Paper • 2602.00161 • Published • 9
Efficient Knowledge Distillation for LLMs: Offline Top-K Logits and a Fused Chunked KL Loss
Paper • 2608.03796 • Published • 20
Article
Safety for Whom? Refusing the Right Subset of a Topic, Not the Whole Topic
MultiverseComputingCAI
• • 31 AntonioTN
submitted a
paper to Daily Papers 19 days ago
AntonioTN
authored a
paper 20 days ago
Jansenhbar
authored 3
papers about 1 month ago
Quantization-Aware Healing: A Practical Recipe for Recovering Compressed, 4-Bit LLMs
Paper • 2608.20953 • Published • 14
LLM Compression by Block Removal with Constrained Binary Optimization
Paper • 2602.00161 • Published • 9
Efficient Knowledge Distillation for LLMs: Offline Top-K Logits and a Fused Chunked KL Loss
Paper • 2608.03796 • Published • 20
Article
Quantization-Aware Healing: a compressed, 4-bit model that outperforms its full-precision original
MultiverseComputingCAI
• • 69 AntonioTN
submitted a
paper to Daily Papers about 1 month ago
bryskulov-mc
authored a
paper about 1 month ago
AntonioTN
authored a
paper about 1 month ago
bryskulov-mc
authored a
paper about 1 month ago
Iker
submitted a
paper to Daily Papers about 2 months ago
Article
Making Knowledge Distillation Cheap Enough to Run at Scale
MultiverseComputingCAI
• • 42 AntonioTN
updated a
model about 2 months ago
Update README.md
#1 opened about 2 months ago
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AntonioTN