Deep Learning Monitor - Find new Arxiv papers, tweets and Reddit posts for you

Juan B. Pérez-Sánchez, Yunheng Zou, Jorge A. Campos-Gonzalez-Angulo, Marcel Müller, Ignacio Gustin, Andrew Wang, Han Hao, Tsz Wai Ko, Changhyeok Choi, Eric S. Isbrandt, Mohammad Ghazi Vakili, Hanyong Xu, Chris Crebolder, Varinia Bernales, Alán Aspuru-Guzik

2026-02-04

El Agente Estructural: An Artificially Intelligent Molecular Editor

Changhyeok Choi, Yunheng Zou, Marcel Müller, Han Hao, Yeonghun Kang, Juan B. Pérez-Sánchez, Ignacio Gustin, Hanyong Xu, Mohammad Ghazi Vakili, Chris Crebolder, Alán Aspuru-Guzik, Varinia Bernales

2026-02-04

Fluid Representations in Reasoning Models

Dmitrii Kharlapenko, Alessandro Stolfo, Arthur Conmy, Mrinmaya Sachan, Zhijing Jin

2026-02-04

LitS: A novel Neighborhood Descriptor for Point Clouds

Jonatan B. Bastos, Francisco F. Rivera, Oscar G. Lorenzo, David L. Vilariño, José C. Cabaleiro, Alberto M. Esmorís, Tomás F. Pena

2026-02-04

Personalized Image Generation via Human-in-the-loop Bayesian Optimization

Rajalaxmi Rajagopalan, Debottam Dutta, Yu-Lin Wei, Romit Roy Choudhury

2026-02-04

OverThink: Slowdown Attacks on Reasoning LLMs

Abhinav Kumar, Jaechul Roh, Ali Naseh, Marzena Karpinska, Mohit Iyyer, Amir Houmansadr, Eugene Bagdasarian

2026-02-04

Group-Evolving Agents: Open-Ended Self-Improvement via Experience Sharing

Zhaotian Weng, Antonis Antoniades, Deepak Nathani, Zhen Zhang, Xiao Pu, Xin Eric Wang

2026-02-04

Grammatical Error Correction for Low-Resource Languages: The Case of Zarma

Mamadou K. Keita, Adwoa Bremang, Huy Le, Dennis Owusu, Christopher Homan, Marcos Zampieri

2026-02-04

Group-Adaptive Adversarial Learning for Robust Fake News Detection Against Malicious Comments

Zhao Tong, Chunlin Gong, Yimeng Gu, Haichao Shi, Qiang Liu, Shu Wu, Xiao-Yu Zhang

2026-02-04

reinforcement learning

Learning to Discover at Test Time

Mert Yuksekgonul, Daniel Koceja, Xinhao Li, Federico Bianchi, Jed McCaleb, Xiaolong Wang, Jan Kautz, Yejin Choi, James Zou, Carlos Guestrin, Yu Sun

2026-01-22

Structured Hints for Sample-Efficient Lean Theorem Proving

Zachary Burton

2026-01-22

ViSymRe: Vision-guided Multimodal Symbolic Regression

Da Li, Junping Yin, Jin Xu, Xinxin Li, Juan Zhang

2026-01-22

GenPO: Generative Diffusion Models Meet On-Policy Reinforcement Learning

Shutong Ding, Ke Hu, Shan Zhong, Haoyang Luo, Weinan Zhang, Jingya Wang, Jun Wang, Ye Shi

2026-01-22

SAMTok: Representing Any Mask with Two Words

Yikang Zhou, Tao Zhang, Dengxian Gong, Yuanzheng Wu, Ye Tian, Haochen Wang, Haobo Yuan, Jiacong Wang, Lu Qi, Hao Fei, Anran Wang, Zhuochen Wang, Yujing Wang, Cheng Chen, Shunping Ji, Xiangtai Li

2026-01-22

Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments

Mingjian Li, Mingyuan Meng, Shuchang Ye, Michael Fulham, Lei Bi, Jinman Kim

2026-01-22

GDEPO: Group Dual-dynamic and Equal-right Advantage Policy Optimization with Enhanced Training Data Utilization for Sample-Constrained Reinforcement Learning

Zhengqing Yan, Xinyang Liu, Yi Zhang, Fan Guo, ChengXun Jia, Junchen Wan, Yao Liu, Qi Liu, Jihao Huang, Kang Song

2026-01-22

Keyframe-Based Feed-Forward Visual Odometry

Weichen Dai, Wenhan Su, Da Kong, Yuhang Ming, Wanzeng Kong

2026-01-22

Representation-Driven Reinforcement Learning

Ofir Nabati, Guy Tennenholtz, Shie Mannor

2026-01-22

PUMA: Perception-driven Unified Foothold Prior for Mobility Augmented Quadruped Parkour

Liang Wang, Kanzhong Yao, Yang Liu, Weikai Qin, Jun Wu, Zhe Sun, Qiuguo Zhu

2026-01-22

Decoupling Return-to-Go for Efficient Decision Transformer

Yongyi Wang, Hanyu Liu, Lingfeng Li, Bozhou Chen, Ang Li, Qirui Zheng, Xionghui Yang, Wenxin Li

2026-01-22

Advances in LLMs with Focus on Reasoning, Adaptability, Efficiency and Ethics

Asifullah Khan, Muhammad Zaeem Khan, Saleha Jamshed, Sadia Ahmad, Aleesha Zainab, Kaynat Khatib, Faria Bibi, Abdul Rehman

2026-01-22

EvoCUA: Evolving Computer Use Agents via Learning from Scalable Synthetic Experience

Taofeng Xue, Chong Peng, Mianqiu Huang, Linsen Guo, Tiancheng Han, Haozhe Wang, Jianing Wang, Xiaocheng Zhang, Xin Yang, Dengchang Zhao, Jinrui Ding, Xiandi Ma, Yuchen Xie, Peng Pei, Xunliang Cai, Xipeng Qiu

2026-01-22

Graph Neural Networks, Deep Reinforcement Learning and Probabilistic Topic Modeling for Strategic Multiagent Settings

Georgios Chalkiadakis, Charilaos Akasiadis, Gerasimos Koresis, Stergios Plataniotis, Leonidas Bakopoulos

2026-01-22

PaTaRM: Bridging Pairwise and Pointwise Signals via Preference-Aware Task-Adaptive Reward Modeling

Ai Jian, Jingqing Ruan, Xing Ma, Dailin Li, Weipeng Zhang, Ke Zeng, Xunliang Cai

2026-01-22

ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking

Qiang Zhang, Boli Chen, Fanrui Zhang, Ruixue Ding, Shihang Wang, Qiuchen Wang, Yinfeng Huang, Haonan Zhang, Rongxiang Zhu, Pengyong Wang, Ailin Ren, Xin Li, Pengjun Xie, Jiawei Liu, Ning Guo, Jingren Zhou, Zheng-Jun Zha

2026-01-22

VIKI-R: Coordinating Embodied Multi-Agent Cooperation via Reinforcement Learning

Li Kang, Xiufeng Song, Heng Zhou, Yiran Qin, Jie Yang, Xiaohong Liu, Philip Torr, Lei Bai, Zhenfei Yin

2026-01-22

Off-Policy Actor-Critic with Sigmoid-Bounded Entropy for Real-World Robot Learning

Xiefeng Wu, Mingyu Hu, Shu Zhang

2026-01-22

PhysProver: Advancing Automatic Theorem Proving for Physics

Hanning Zhang, Ruida Wang, Rui Pan, Wenyuan Wang, Bingxu Meng, Tong Zhang

2026-01-22

Dancing in Chains: Strategic Persuasion in Academic Rebuttal via Theory of Mind

Zhitao He, Zongwei Lyu, Yi R Fung

2026-01-22

Robust Reinforcement Learning in Finance: Modeling Market Impact with Elliptic Uncertainty Sets

Shaocong Ma, Heng Huang

2026-01-22

From Passive Metric to Active Signal: The Evolving Role of Uncertainty Quantification in Large Language Models

Jiaxin Zhang, Wendi Cui, Zhuohang Li, Lifu Huang, Bradley Malin, Caiming Xiong, Chien-Sheng Wu

2026-01-22

Performance-guided Reinforced Active Learning for Object Detection

Zhixuan Liang, Xingyu Zeng, Rui Zhao, Ping Luo

2026-01-22

Evolving in Tasks: Empowering the Multi-modality Large Language Model as the Computer Use Agent

Yuhao Cheng, Liang Tang, Shuxian Li, Yukang Huo, Tiaonan Duan, Kaer Huang, Yanzhe Jing, Yiqiang Yan

2026-01-22

Intrinsic Reward Policy Optimization for Sparse-Reward Environments

Minjae Cho, Huy Trong Tran

2026-01-29

Robust Tool Use via Fission-GRPO: Learning to Recover from Execution Errors

Zhiwei Zhang, Fei Zhao, Rui Wang, Zezhong Wang, Bin Liang, Jiakang Wang, Yao Hu, Shaosheng Cao, Kam-Fai Wong

2026-01-22

Explainable Deepfake Detection with RL Enhanced Self-Blended Images

Ning Jiang, Dingheng Zeng, Yanhong Liu, Haiyang Yi, Shijie Yu, Minghe Weng, Haifeng Shen, Ying Li

2026-01-22

Your Group-Relative Advantage Is Biased

Fengkai Yang, Zherui Chen, Xiaohan Wang, Xiaodong Lu, Jiajun Chai, Guojun Yin, Wei Lin, Shuai Ma, Fuzhen Zhuang, Deqing Wang, Yaodong Yang, Jianxin Li, Yikun Ban

2026-01-22

When Sharpening Becomes Collapse: Sampling Bias and Semantic Coupling in RL with Verifiable Rewards

Mingyuan Fan, Weiguang Han, Daixin Wang, Cen Chen, Zhiqiang Zhang, Jun Zhou

2026-01-22

LLM-in-Sandbox Elicits General Agentic Intelligence

Daixuan Cheng, Shaohan Huang, Yuxian Gu, Huatong Song, Guoxin Chen, Li Dong, Wayne Xin Zhao, Ji-Rong Wen, Furu Wei

2026-01-22

language

Advances and Innovations in the Multi-Agent Robotic System (MARS) Challenge

Li Kang, Heng Zhou, Xiufeng Song, Rui Li, Bruno N. Y. Chen, Ziye Wang, Ximeng Meng, Stone Tao, Yiran Qin, Xiaohong Liu, Ruimao Zhang, Lei Bai, Yilun Du, Hao Su, Philip Torr, Zhenfei Yin, Ruihao Gong, Yejun Zeng, Fengjun Zhong, Shenghao Jin, Jinyang Guo, Xianglong Liu, Xiaojun Jia, Tianqi Shan, Wenqi Ren, Simeng Qin, Jialing Yang, Xiaoyu Ma, Tianxing Chen, Zixuan Li, Zijian Cai, Yan Qin, Yusen Qin, Qiangyu Chen, Kaixuan Wang, Zhaoming Han, Yao Mu, Ping Luo, Yuanqi Yao, Haoming Song, Jan-Nico Zaech, Fabien Despinoy, Danda Pani Paudel, Luc Van Gool

2026-01-26

Language-Guided and Motion-Aware Gait Representation for Generalizable Recognition

Zhengxian Wu, Chuanrui Zhang, Shenao Jiang, Hangrui Xu, Zirui Liao, Luyuan Zhang, Huaqiu Li, Peng Jiao, Haoqian Wang

2026-01-23

SAC-Opt: Semantic Anchors for Iterative Correction in Optimization Modeling

Yansen Zhang, Qingcan Kang, Yujie Chen, Yufei Wang, Xiongwei Han, Tao Zhong, Mingxuan Yuan, Chen Ma

2026-01-27

Exploring Graph Learning Tasks with Pure LLMs: A Comprehensive Benchmark and Investigation

Yuxiang Wang, Xinnan Dai, Wenqi Fan, Yao Ma

2026-01-27

GPCR-Filter: a deep learning framework for efficient and precise GPCR modulator discovery

Jingjie Ning, Xiangzhen Shen, Li Hou, Shiyi Shen, Jiahao Yang, Junrui Li, Hong Shan, Sanan Wu, Sihan Gao, Huaqiang Eric Xu, Xinheng He

2026-01-27

Q-Probe: Scaling Image Quality Assessment to High Resolution via Context-Aware Agentic Probing

Xiang Li, XueHeng Li, Yu Wang, XuanHua He, ZhangChi Hu, WeiWei Yu, ChengJun Xie

2026-01-27

Streaming-dLLM: Accelerating Diffusion LLMs via Suffix Pruning and Dynamic Decoding

Zhongyu Xiao, Zhiwei Hao, Jianyuan Guo, Yong Luo, Jia Liu, Jie Xu, Han Hu

2026-01-27

A Context-Aware Dual-Metric Framework for Confidence Estimation in Large Language Models

Mingruo Yuan, Shuyi Zhang, Ben Kao

2026-01-27

AgenticSCR: An Autonomous Agentic Secure Code Review for Immature Vulnerabilities Detection

Wachiraphan Charoenwet, Kla Tantithamthavorn, Patanamon Thongtanunam, Hong Yi Lin, Minwoo Jeong, Ming Wu

2026-01-27

FedAdamW: A Communication-Efficient Optimizer with Convergence and Generalization Guarantees for Federated Large Models

Junkang Liu, Fanhua Shang, Hongying Liu, Yuxuan Tian, Yuanyuan Liu, Jin Liu, Kewen Zhu, Zhouchen Lin

2026-01-27

Complex Logical Instruction Generation

Mian Zhang, Shujian Liu, Sixun Dong, Ming Yin, Yebowen Hu, Xun Wang, Steven Ma, Song Wang, Sathish Reddy Indurthi, Haoyun Deng, Zhiyu Zoey Chen, Kaiqiang Song

2026-01-27

Leveraging Sentence-oriented Augmentation and Transformer-Based Architecture for Vietnamese-Bahnaric Translation

Tan Sang Nguyen, Quoc Nguyen Pham, Tho Quan

2026-01-27

Exploring Weaknesses in Function Call Models via Reinforcement Learning: An Adversarial Data Augmentation Approach

Weiran Guo, Bing Bo, Shaoxiang Wu, Jingsheng Yang

2026-01-27

RobustExplain: Evaluating Robustness of LLM-Based Explanation Agents for Recommendation

Guilin Zhang, Kai Zhao, Jeffrey Friedman, Xu Chu

2026-01-27

SemCoT: Accelerating Chain-of-Thought Reasoning through Semantically-Aligned Implicit Tokens

Yinhan He, Wendy Zheng, Yaochen Zhu, Zaiyi Zheng, Lin Su, Sriram Vasudevan, Qi Guo, Liangjie Hong, Jundong Li

2026-01-27

DSSmoothing: Toward Certified Dataset Ownership Verification for Pre-trained Language Models via Dual-Space Smoothing

Ting Qiao, Xing Liu, Wenke Huang, Jianbin Li, Zhaoxin Fan, Yiming Li

2026-01-27

Detecting and Correcting Hallucinations in LLM-Generated Code via Deterministic AST Analysis

Dipin Khati, Daniel Rodriguez-Cardenas, Paul Pantzer, Denys Poshyvanyk

2026-01-27

Reasoning-Aware Proxy Reward Model using Process Mining

Yongjae Lee, Taekhyun Park, Sunghyun Sim, Hyerim Bae

2026-01-27

BootSeer: Analyzing and Mitigating Initialization Bottlenecks in Large-Scale LLM Training

Rui Li, Xiaoyun Zhi, Jinxin Chi, Menghan Yu, Lixin Huang, Jia Zhu, Weilun Zhang, Xing Ma, Wenjia Liu, Zhicheng Zhu, Daowen Luo, Zuquan Song, Xin Yin, Chao Xiang, Shuguang Wang, Wencong Xiao, Gene Cooperman

2026-01-27

m2sv: A Scalable Benchmark for Map-to-Street-View Spatial Reasoning

Yosub Shin, Michael Buriek, Igor Molybog

2026-01-27

PsyProbe: Proactive and Interpretable Dialogue through User State Modeling for Exploratory Counseling

Sohhyung Park, Hyunji Kang, Sungzoon Cho, Dongil Kim

2026-01-27

MobileSafetyBench: Evaluating Safety of Autonomous Agents in Mobile Device Control

Juyong Lee, Dongyoon Hahm, June Suk Choi, W. Bradley Knox, Kimin Lee

2026-01-27

More at Stake: How Payoff and Language Shape LLM Agent Strategies in Cooperation Dilemmas

Trung-Kiet Huynh, Dao-Sy Duy-Minh, Thanh-Bang Cao, Phong-Hao Le, Hong-Dan Nguyen, Nguyen Lam Phu Quy, Minh-Luan Nguyen-Vo, Hong-Phat Pham, Pham Phu Hoa, Thien-Kim Than, Chi-Nguyen Tran, Huy Tran, Gia-Thoai Tran-Le, Alessio Buscemi, Le Hong Trang, The Anh Han

2026-01-27

DiVE-k: Differential Visual Reasoning for Fine-grained Image Recognition

Raja Kumar, Arka Sadhu, Ram Nevatia

2026-01-27

HalluJudge: A Reference-Free Hallucination Detection for Context Misalignment in Code Review Automation

Kla Tantithamthavorn, Hong Yi Lin, Patanamon Thongtanunam, Wachiraphan Charoenwet, Minwoo Jeong, Ming Wu

2026-01-27

LSHBloom: Memory-efficient, Extreme-scale Document Deduplication

Arham Khan, Robert Underwood, Carlo Siebenschuh, Yadu Babuji, Aswathy Ajith, Kyle Hippe, Ozan Gokdemir, Alexander Brace, Kyle Chard, Ian Foster

2026-01-27

1-2-3 Check: Enhancing Contextual Privacy in LLM via Multi-Agent Reasoning

Wenkai Li, Liwen Sun, Zhenxiang Guan, Xuhui Zhou, Maarten Sap