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arXiv preprint arXiv:2406.11780 , year=

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

2 Pith papers citing it

fields

cs.CL 1 cs.LG 1

years

2026 1 2025 1

verdicts

UNVERDICTED 2

representative citing papers

Revisiting the Past: Data Unlearning with Model State History

cs.LG · 2025-06-26 · unverdicted · novelty 5.0

MSA performs data unlearning in LLMs by arithmetic operations on prior model checkpoints to remove targeted datapoint influence, with experiments showing competitive or better results than existing unlearning methods.

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Showing 2 of 2 citing papers.

  • Representation-Guided Parameter-Efficient LLM Unlearning cs.CL · 2026-04-19 · unverdicted · none · ref 197

    REGLU guides LoRA-based unlearning via representation subspaces and orthogonal regularization to outperform prior methods on forget-retain trade-off in LLM benchmarks.

  • Revisiting the Past: Data Unlearning with Model State History cs.LG · 2025-06-26 · unverdicted · none · ref 24

    MSA performs data unlearning in LLMs by arithmetic operations on prior model checkpoints to remove targeted datapoint influence, with experiments showing competitive or better results than existing unlearning methods.