nuclear bunker

a place where you are safe from nuclear bombs

we should head to the nuclear bunker before we die

by kilxu February 13, 2022

nuclear video

When you make and keep a sex video with another partner to be used at a later time for revenge like a breakup.

She cheated on me but little does she know I’m holding onto a nuclear video.

by Bangerher22 April 16, 2022

nuclear pipe bomb

electronic cigarettes.

the bigger the better

smokable and goes bang.

a nuclear pipe bomb exloded in my pocket, thank god i was wearing armor.

by Cody5050 January 12, 2021

Nuclear Kinky

Term used when no filter happens in voice chat.

She went full Nuclear Kinky on us in voice chat last night.

by NuclearKinkyBitch May 19, 2021

Nuclear Primer

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.

Nuclear Primer

by MineOwedWu's May 7, 2021

Nuclear Diversity

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.

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

Nuclear option

The BEST option! Light them up! We'll see how tough they are with their bones disintegrated.

Hym "The best option! The nuclear option! Get em. Get em out of here. Let's all go meet God together!"

by Hym Iam August 22, 2025