OverThink: Slowdown Attacks on Reasoning LLMs

OverThink: Slowdown Attacks on Reasoning LLMs

4 February 2025

Marzena Karpinska

Amir Houmansadr

Eugene Bagdasarian

Papers citing "OverThink: Slowdown Attacks on Reasoning LLMs"

9 / 9 papers shown

Title
Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control Hannah Cyberey David E. Evans LLMSV 72 0 0 23 Apr 2025
CODECRASH: Stress Testing LLM Reasoning under Structural and Semantic Perturbations Man Ho Adrian Lam Chaozheng Wang Jen-tse Huang M. Lyu LRM 29 0 0 19 Apr 2025
S1-Bench: A Simple Benchmark for Evaluating System 1 Thinking Capability of Large Reasoning Models Wenyuan Zhang Shuaiyi Nie Xinghua Zhang Zefeng Zhang Tingwen Liu ELM LRM 34 2 0 14 Apr 2025
SafeMLRM: Demystifying Safety in Multi-modal Large Reasoning Models Junfeng Fang Y. Wang Ruipeng Wang Zijun Yao Kun Wang An Zhang X. Wang Tat-Seng Chua AAML LRM 60 2 0 09 Apr 2025
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning Bairu Hou Yang Zhang Jiabao Ji Yujian Liu Kaizhi Qian Jacob Andreas Shiyu Chang OffRL LRM 56 3 0 02 Apr 2025
Efficient Inference for Large Reasoning Models: A Survey Y. Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 58 7 0 29 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 60 21 0 20 Mar 2025
Adaptive Group Policy Optimization: Towards Stable Training and Token-Efficient Reasoning Chen Li Nazhou Liu Kai Yang 36 3 0 20 Mar 2025
Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models Meghana Arakkal Rajeev Rajkumar Ramamurthy Prapti Trivedi Vikas Yadav Oluwanifemi Bamgbose Sathwik Tejaswi Madhusudan James Y. Zou Nazneen Rajani AAML LRM 45 2 0 03 Mar 2025