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NeurIPS 2026

Discrete Diffusion Trust Fix Catches 96% of Garbage Tokens
Science

Discrete Diffusion Trust Fix Catches 96% of Garbage Tokens

A new NeurIPS workshop paper teaches discrete diffusion models to doubt their context, catching 96% of random corrupted tokens. Here's…

Relearning Savings: Why AI 'Forgotten' Facts Return 18% Faster
Science

Relearning Savings: Why AI ‘Forgotten’ Facts Return 18% Faster

Relearning savings study: a Qwen2.5-1.5B model 'forgot' facts, then relearned them about 18% faster. Here's why accuracy scores miss what…