by Vezo August 8, 2022
Get the Nuclear Comment mug.I was frustrated as i was told to clean the bathroom floor after he performed a giant nuclear dropping yesterday morning.
by Ragdollio June 15, 2022
Get the nuclear dropping mug.Person 1: Are you addicted to perianal abscesses?
Person 2: Yes.
Person 1: Nuclear Physicists are left leg beta testers 《¤》
Person 2: Yes.
Person 1: Nuclear Physicists are left leg beta testers 《¤》
by LeSouffleDeVersailles February 2, 2025
Get the Nuclear Physicists are left leg beta testers 《¤》 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
Get the Nuclear Diversity mug.by Kxeverett420 August 28, 2019
Get the Nuclear mug.The Cold War (also known as The Great Nuclear Cock-Tease” was a period of global geopolitical rivalry between the United States (US) and the Soviet Union (USSR) and their respective allies, the capitalist Western Bloc and communist Eastern Bloc, which lasted from 1947 until the dissolution of the Soviet Union in 1991
by Mebemax May 9, 2025
Get the The Great Nuclear Cock-Tease mug.a month where you can't create, research, make blueprints or make paper about a nuclear bomb in November.
(you can gather materials thought so you can assemble it at December and launch it)
(you can gather materials thought so you can assemble it at December and launch it)
by c\Windows\System32 November 16, 2022
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