by Cody5050 January 12, 2021
Get the nuclear pipe bomb mug.by NuclearKinkyBitch May 19, 2021
Get the Nuclear Kinky mug.Nuclear primer the use of using nuclear blast in, a glass likefl finished bored barrel, to launch projectiles.
These can range from space ships, to .22 round and so on.
These can range from space ships, to .22 round and so on.
by MineOwedWu's May 7, 2021
Get the Nuclear Primer mug.A knowledge distillation approach that uses extreme loss function weighting to force neural networks to preserve semantic differences between distinct concepts while preventing mode collapse. The technique employs "nuclear" (extreme) lambda parameters that heavily weight diversity preservation over teacher alignment, ensuring that different input concepts produce genuinely different vector representations.
Key characteristics:
Uses extreme weighting ratios (e.g., λ_diversity = 2.0-6.0 vs λ_alignment = 0.02-0.1)
Prevents mode collapse where different inputs produce nearly identical outputs
Maintains semantic separation in compressed vector spaces
Applied in the LN (Learning Networks) Semantic Encoder architecture
Measures success by reducing cosine similarity between different concepts from ~0.99 to ~0.3-0.7
The term "nuclear" emphasizes the aggressive, sometimes extreme measures needed to solve fundamental problems in neural network training where subtle parameter adjustments fail to achieve the desired diversity preservation.
Key characteristics:
Uses extreme weighting ratios (e.g., λ_diversity = 2.0-6.0 vs λ_alignment = 0.02-0.1)
Prevents mode collapse where different inputs produce nearly identical outputs
Maintains semantic separation in compressed vector spaces
Applied in the LN (Learning Networks) Semantic Encoder architecture
Measures success by reducing cosine similarity between different concepts from ~0.99 to ~0.3-0.7
The term "nuclear" emphasizes the aggressive, sometimes extreme measures needed to solve fundamental problems in neural network training where subtle parameter adjustments fail to achieve the desired diversity preservation.
The researchers implemented nuclear diversity in their knowledge distillation pipeline, using extreme lambda weighting of 6.0 for diversity preservation versus 0.02 for teacher alignment, successfully reducing semantic collapse from 0.998 to 0.324 cosine similarity between distinct concepts.
by Trentism July 9, 2025
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by Hym Iam August 22, 2025
Get the Nuclear option mug.Hym "SPEAKING OF the nuclear option, don't separate it from a power source. I see you blowing up oil factories... I mean, that's obviously the first thing you would try. Why would you think I wouldn't have thought of that already? Did you even read my thing?"
by Hym Iam August 31, 2025
Get the Nuclear option mug.When you're in an extremely cold environment where you can see gases and you fart in the Air so badly it looks like a Mushroom Cloud
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