Large Language Models as Computable Approximations to Solomonoff Induction

21 May 2025

Papers citing "Large Language Models as Computable Approximations to Solomonoff Induction"

9 / 9 papers shown

Title
a1: Steep Test-time Scaling Law via Environment Augmented Generation Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Yuyao Ge Jun Wan Yurong Wu Xueqi Cheng LRM 85 3 0 20 Apr 2025
Innate Reasoning is Not Enough: In-Context Learning Enhances Reasoning Large Language Models with Less Overthinking Yuyao Ge Shenghua Liu Yansen Wang Lingrui Mei Lizhe Chen Baolong Bi Xueqi Cheng ReLM LRM 101 6 0 25 Mar 2025
Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models Baolong Bi Shenghua Liu Yansen Wang Yilong Xu Sihang Li Lingrui Mei Xueqi Cheng KELM 112 8 0 20 Mar 2025
MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts Peijie Wang Zhong-Zhi Li Fei Yin Xin Yang Dekang Ran Cheng-Lin Liu LRM 136 11 0 28 Feb 2025
VEM: Environment-Free Exploration for Training GUI Agent with Value Environment Model Jiani Zheng Lu Wang Fangkai Yang Chen Zhang Lingrui Mei Wenjie Yin Qingwei Lin Dongmei Zhang Saravan Rajmohan Qi Zhang OffRL 113 8 0 26 Feb 2025
UltraIF: Advancing Instruction Following from the Wild Kaikai An Li Sheng Ganqu Cui Shuzheng Si Ning Ding Yu Cheng Baobao Chang 95 3 0 06 Feb 2025
RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems? Haotian Xu Xing Wu Weinong Wang Zhongzhi Li Da Zheng ... Yingying Zhang Zhijiang Guo Yaodong Yang Muhan Zhang Debing Zhang ReLM OffRL LRM VLM 156 29 0 20 Jan 2025
Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints Kaikai An Shuzheng Si Helan Hu Haozhe Zhao Yuchi Wang Qingyan Guo Baobao Chang LRM ReLM 128 2 0 22 Sep 2024
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models Daking Rai Yilun Zhou Shi Feng Abulhair Saparov Ziyu Yao 190 33 0 02 Jul 2024