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From Role Prompt to Infinite Thinking: Exploiting Persona Conditioning for Inference Cost Attacks in LLMs
This paper reveals a new vulnerability in Language Model (LLM) inference efficiency caused by persona consistency and proposes RolePlay, a framework to amplify inference costs.
Zhiyi Mou, Wangze Ni, Tianfang Xiao et al.
Stemma: Induced Decision Regions Reveal LLM Provenance
This paper introduces Stemma, a black-box LLM fingerprinting method that abstracts away surface-form variation and measures the inheritance of decision regions for reliable provenance testing.
Keyu Zhang, Vadim Safronov, Andrew Martin
Pass the Baton: Trajectory-Relayed On-Policy Distillation
The paper introduces Relay On-Policy Distillation (Relay-OPD), a method for on-policy distillation that constructs relay trajectories to address prefix failure and improve performance.
Haolei Xu, Xiaowen Xu, Haiwen Hong et al.
Desktop-Delta Bench: Do Computer-Use Models Understand Desktop GUI Transitions?
This paper introduces Desktop-Delta Bench (DDB), an offline step-level benchmark for evaluating computer-use agents' ability to reconstruct causal transitions in desktop GUI environments.
Abhishek Pillai, Samir Kumar Nayak, Yuan Chen