#training data attribution

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Stories, products and papers tagged "training data attribution", newest first.

Sep 3

PapersSelected73°11:43

Influence-Guided Response Rewriting Study

Rewriting identified training examples produces stronger behavioral changes than reweighting, offering more effective intervention methods for AI safety and alignment.

#training data attribution #influence functions

arXiv cs.LG@Yuzhang Luo et al. (4)Source

Jun 5

Products72°00:22

Chinese contentClairy 发布：首个可解释 AI 平台，直击黑箱问题

Clairy 让 AI 决策过程透明化，解决了模型输出错误时只能靠猜的痛点，做 AI 安全、审计或模型调试的团队值得关注，可以直接用它来诊断和修正模型偏见。

#interpretability #concept steering #training data attribution #Clairy

rohanpaul_ai@rohanpaul_aiSource

Jun 4

PapersSelected11:37

Chinese contentSTRIDE：通过子集扰动稀疏恢复实现训练数据归因

STRIDE 解决了 LLM 训练数据归因计算成本高、依赖局部近似的痛点，做模型可解释性、数据质量分析的团队可以直接用这个新框架。

#training data attribution #LLM

arXiv cs.LG@Rishit Dagli et al. (7)Source