大模型推理能力

Flash-Fusion: Enabling Expressive, Low-Latency Queries on IoT Sensor Streams with LLMs

Kausar Patherya, Ashutosh Dhekne, Francisco Romero

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI

Comments 12 pages, 5 figures. Under review

On the Trade-Off Between Transparency and Security in Adversarial Machine Learning

Lucas Fenaux, Christopher Srinivasa, Florian Kerschbaum

机构 * University of Waterloo（滑铁卢大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.LG

Enhancing Neuro-Oncology Through Self-Assessing Deep Learning Models for Brain Tumor Unified Model for MRI Segmentation

Andrew Zhou

机构 * The Quarry Lane School（Quarry Lane 学校） 纠错

专题命中 规划推理 ：planning(abstract)

FINRS: A Risk-Sensitive Trading Framework for Real Financial Markets

Bijia Liu, Ronghao Dang

专题命中 规划推理 ：reasoning(abstract)

Comments LLM Applications, LLM Agents, Financial Technology

Regret, Uncertainty, and Bounded Rationality in Norm-Driven Decisions

Christos Charalambous

专题命中 规划推理 ：self-correction(abstract)

Comments 23 pages, 7 figures

DINOv3-Guided Cross Fusion Framework for Semantic-aware CT generation from MRI and CBCT

Xianhao Zhou, Jianghao Wu, Ku Zhao, Jinlong He, Huangxuan Zhao, Lei Chen, Shaoting Zhang, Guotai Wang

机构 * Faculty of Information Technology, Monash University（墨尔本大学信息科技学院） ； Institute of Artificial Intelligence, School of Computer Science, Wuhan University（武汉大学计算机科学学院人工智能研究所） ； Shanghai Artificial Intelligence Laboratory, Shanghai, China（上海人工智能实验室） 纠错

专题命中 规划推理 ：planning(abstract)

Video Finetuning Improves Reasoning Between Frames

Ruiqi Yang, Tian Yun, Zihan Wang, Ellie Pavlick

机构 * Brown University（布朗大学） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.AI

Comments Accepted at CogInterp @ NeurIPS 2025

An Analysis of Architectural Impact on LLM-based Abstract Visual Reasoning: A Systematic Benchmark on RAVEN-FAIR

Sinan Urgun, Seçkin Arı

专题命中 视觉空间推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.AI

Comments 23 pages, 9 figures

MP-GFormer: A 3D-Geometry-Aware Dynamic Graph Transformer Approach for Machining Process Planning

Fatemeh Elhambakhsh, Gaurav Ameta, Aditi Roy, Hyunwoong Ko

机构 * School of Computing and Augmented Intelligence Arizona State University（计算与增强智能学院亚利桑那州立大学） ； Siemens Foundational Technologies（西门子基础技术） ； School of Manufacturing Systems and Networks Arizona State University（制造系统与网络学院亚利桑那州立大学） 纠错

专题命中 视觉空间推理 ：planning(title,abstract)；分类 cs.LG

Video Spatial Reasoning with Object-Centric 3D Rollout

Haoran Tang, Meng Cao, Ruyang Liu, Xiaoxi Liang, Linglong Li, Ge Li, Xiaodan Liang

专题命中 视觉空间推理 ：reasoning(title,abstract)

Constructing and Interpreting Digital Twin Representations for Visual Reasoning via Reinforcement Learning

Yiqing Shen, Mathias Unberath

机构 * Department of Computer Science, Johns Hopkins University（计算机科学系，约翰霍普金斯大学） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)

Understanding Dynamic Scenes in Ego Centric 4D Point Clouds

Junsheng Huang, Shengyu Hao, Bocheng Hu, Hongwei Wang, Gaoang Wang

专题命中 视觉空间推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)

Comments Accepted as a poster to AAAI 2026; will be published in the proceedings

PAN: A World Model for General, Interactable, and Long-Horizon World Simulation

PAN Team, Jiannan Xiang, Yi Gu, Zihan Liu, Zeyu Feng, Qiyue Gao, Yiyan Hu, Benhao Huang, Guangyi Liu, Yichi Yang, Kun Zhou, Davit Abrahamyan, Arif Ahmad, Ganesh Bannur, Junrong Chen, Kimi Chen, Mingkai Deng, Ruobing Han, Xinqi Huang, Haoqiang Kang, Zheqi Liu, Enze Ma, Hector Ren, Yashowardhan Shinde, Rohan Shingre, Ramsundar Tanikella, Kaiming Tao, Dequan Yang, Xinle Yu, Cong Zeng, Binglin Zhou, Zhengzhong Liu, Zhiting Hu, Eric P. Xing

机构 * Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

3D Optimization for AI Inference Scaling: Balancing Accuracy, Cost, and Latency

Minseok Jung, Abhas Ricky, Muhammad Rameez Chatni

机构 * Cloudera 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

See it. Say it. Sorted: Agentic System for Compositional Diagram Generation

Hantao Zhang, Jingyang Liu, Ed Li

机构 * Yale University（耶鲁大学） ； University of Edinburgh（爱丁堡大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.AI

3D-Aware Vision-Language Models Fine-Tuning with Geometric Distillation

Seonho Lee, Jiho Choi, Inha Kang, Jiwook Kim, Junsung Park, Hyunjung Shim

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.AI

PRISM-0: A Predicate-Rich Scene Graph Generation Framework for Zero-Shot Open-Vocabulary Tasks

Abdelrahman Elskhawy, Mengze Li, Nassir Navab, Benjamin Busam

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.LG

Selecting Fine-Tuning Examples by Quizzing VLMs

Tenghao Ji, Eytan Adar

机构 * University of Michigan（密歇根大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.LG

Is your VLM Sky-Ready? A Comprehensive Spatial Intelligence Benchmark for UAV Navigation

Lingfeng Zhang, Yuchen Zhang, Hongsheng Li, Haoxiang Fu, Yingbo Tang, Hangjun Ye, Long Chen, Xiaojun Liang, Xiaoshuai Hao, Wenbo Ding

专题命中 视觉空间推理 ：reasoning(abstract)

Chain-of-Thought Driven Adversarial Scenario Extrapolation for Robust Language Models

Md Rafi Ur Rashid, Vishnu Asutosh Dasu, Ye Wang, Gang Tan, Shagufta Mehnaz

专题命中 测试时计算 ：chain-of-thought(title,abstract)；reasoning(abstract)；CoT(abstract)；分类 cs.CL

Comments 19 pages, 5 figures. Accepted in AAAI 2026

Socrates-Mol: Self-Oriented Cognitive Reasoning through Autonomous Trial-and-Error with Empirical-Bayesian Screening for Molecules

Xiangru Wang, Zekun Jiang, Heng Yang, Cheng Tan, Xingying Lan, Chunming Xu, Tianhang Zhou

机构 * State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), Beijing 102249, China（石油加工国家重点实验室，中国石油大学（北京）） ； Shanghai AI Laboratory,L1 Building, International Media Port, No. 129 Longwen Road, Xuhui District, Shanghai（上海人工智能实验室） ； College of Energy Innovation, China University of Petroleum (Beijing), Beijing 102249, China（能源创新学院，中国石油大学（北京）） 纠错

专题命中 测试时计算 ：reasoning(title)；分类 cs.LG

Data Value in the Age of Scaling: Understanding LLM Scaling Dynamics Under Real-Synthetic Data Mixtures

Haohui Wang, Jingyuan Qi, Jianpeng Chen, Jun Wu, Lifu Huang, Lecheng Zheng, Kevin Choi, Balaji Veeramani, Edward Bowen, Alison Hu, Tyler Cody, Dawei Zhou

机构 * Virginia Tech（弗吉尼亚理工大学） ； Michigan State University（密歇根州立大学） ； University of California, Davis（加州大学戴维斯分校） ； Deloitte（德勤） 纠错

专题命中 测试时计算 ：reasoning(abstract)；分类 cs.AI、cs.LG

FunReason-MT Technical Report: Advanced Data Synthesis Solution for Real-world Multi-Turn Tool-use

Zengzhuang Xu, Bingguang Hao, Zechuan Wang, Yuntao Wen, Xinyi Xu, Yang Liu, Long Chen, Dong Wang, Maolin Wang, Tong Zhao, Yicheng Chen, Cunyin Peng, Jinjie Gu, Leilei Gan, Xiangyu Zhao, Chenyi Zhuang, Shi Gu

机构 * Zhejiang University（浙江大学） ； City University of Hong Kong（香港城市大学） 纠错

专题命中 测试时计算 ：CoT(abstract)；分类 cs.AI

Small Models, Big Support: A Local LLM Framework for Educator-Centric Content Creation and Assessment with RAG and CAG

Zarreen Reza, Alexander Mazur, Michael T. Dugdale, Robin Ray-Chaudhuri

专题命中 测试时计算 ：verifier(abstract)；分类 cs.AI

TokenSqueeze: Performance-Preserving Compression for Reasoning LLMs

Yuxiang Zhang, Zhengxu Yu, Weihang Pan, Zhongming Jin, Qiang Fu, Deng Cai, Binbin Lin, Jieping Ye

机构 * State Key Lab of CAD&CG, Zhejiang University（浙江大学CAD&CG国家重点实验室） ； School of Software Technology, Zhejiang University（浙江大学软件学院） ； Alibaba Cloud（阿里云） ； Zhiyuan Research Institute（智源研究院） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI、cs.LG

Comments Accepted to NeurIPS 2025

TFRank: Think-Free Reasoning Enables Practical Pointwise LLM Ranking

Yongqi Fan, Xiaoyang Chen, Dezhi Ye, Jie Liu, Haijin Liang, Jin Ma, Ben He, Yingfei Sun, Tong Ruan

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)

Efficient Reasoning for Large Reasoning Language Models via Certainty-Guided Reflection Suppression

Jiameng Huang, Baijiong Lin, Guhao Feng, Jierun Chen, Di He, Lu Hou

机构 * Huawei（华为） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by AAAI 2026

Reasoning: From Reflection to Solution

Zixi Li

机构 * Noesis Lab (Independent Research Group)（Noesis实验室（独立研究组）） ； Sun Yat-sen University（中山大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Self-Correction Distillation for Structured Data Question Answering

Yushan Zhu, Wen Zhang, Long Jin, Mengshu Sun, Ling Zhong, Zhiqiang Liu, Juan Li, Lei Liang, Chong Long, Chao Deng, Junlan Feng

专题命中 复杂问题求解 ：self-correction(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to AAAI 2026

SafeKey: Amplifying Aha-Moment Insights for Safety Reasoning

Kaiwen Zhou, Xuandong Zhao, Gaowen Liu, Jayanth Srinivasa, Aosong Feng, Dawn Song, Xin Eric Wang

机构 * UCSC（加州大学圣何塞分校） ； UCSB（加州大学圣芭芭拉分校） ； UCB（加州大学伯克利分校） ； Cisco Research（思科研究） ； Yale University（耶鲁大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI