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LLM agents reading untrusted content can be hijacked by prompt injections. A new study tests whether whether an agent follows an injection is settled when the injection is read using branching rollouts.
Source: arXiv cs.CL
https://arxiv.org/abs/2610.24048
#MachineLearning
FlashMap is a continuous flow drafter that conditions a flow map language model on the target model's hidden states and generates the whole block in one forward pass while capturing inter-token dependencies.
Source: arXiv cs.CL
https://arxiv.org/abs/2610.24365
#MachineLearning
LIFT is a training-free data selector that identifies impactful prompts using only partial reasoning rollouts. It uses Partial Rollout Context Lift to accumulate token-level log-likelihood ratios.
Source: arXiv
https://arxiv.org/abs/2610.24229
#MachineLearning
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