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4 Pith papers cite this work. Polarity classification is still indexing.

4 Pith papers citing it

fields

cs.AI 3 cs.CL 1

years

2026 4

verdicts

UNVERDICTED 4

representative citing papers

MixSD: Mixed Contextual Self-Distillation for Knowledge Injection

cs.CL · 2026-05-16 · unverdicted · novelty 6.0 · 2 refs

MixSD mixes tokens from the base model's expert and naive conditionals to create distribution-aligned supervision for knowledge injection, yielding better memorization-retention trade-offs than SFT across scales and benchmarks.

What Happens Inside Agent Memory? Circuit Analysis from Emergence to Diagnosis

cs.AI · 2026-05-05 · unverdicted · novelty 6.0

In LLM agents, memory routing circuits emerge at 0.6B scale while content circuits appear only at 4B, and write/read operations recruit a pre-existing late-layer context hub instead of creating a new one, enabling a 76% accurate unsupervised failure diagnostic.

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