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

Mingyang Xie, Numair Khan, Tianfu Wang, Naina Dhingra, Seonghyeon Nam, Haitao Yang, Zhuo Hui, Christopher Metzler, Andrea Vedaldi, Hamed Pirsiavash, Lei Luo

2026-04-02

Generative World Renderer

Zheng-Hui Huang, Zhixiang Wang, Jiaming Tan, Ruihan Yu, Yidan Zhang, Bo Zheng, Yu-Lun Liu, Yung-Yu Chuang, Kaipeng Zhang

2026-04-02

Modulate-and-Map: Crossmodal Feature Mapping with Cross-View Modulation for 3D Anomaly Detection

Alex Costanzino, Pierluigi Zama Ramirez, Giuseppe Lisanti, Luigi Di Stefano

2026-04-02

Steerable Visual Representations

Jona Ruthardt, Manu Gaur, Deva Ramanan, Makarand Tapaswi, Yuki M. Asano

2026-04-02

ELT-Bench-Verified: Benchmark Quality Issues Underestimate AI Agent Capabilities

Christopher Zanoli, Andrea Giovannini, Tengjun Jin, Ana Klimovic, Yotam Perlitz

2026-04-02

Grounded Token Initialization for New Vocabulary in LMs for Generative Recommendation

Daiwei Chen, Zhoutong Fu, Chengming Jiang, Haichao Zhang, Ran Zhou, Tan Wang, Chunnan Yao, Guoyao Li, Rui Cai, Yihan Cao, Ruijie Jiang, Fedor Borisyuk, Jianqiang Shen, Jingwei Wu, Ramya Korlakai Vinayak

2026-04-02

Beyond Referring Expressions: Scenario Comprehension Visual Grounding

Ruozhen He, Nisarg A. Shah, Qihua Dong, Zilin Xiao, Jaywon Koo, Vicente Ordonez

2026-04-02

Batched Contextual Reinforcement: A Task-Scaling Law for Efficient Reasoning

Bangji Yang, Hongbo Ma, Jiajun Fan, Ge Liu

2026-04-02

Large-scale Codec Avatars: The Unreasonable Effectiveness of Large-scale Avatar Pretraining

Junxuan Li, Rawal Khirodkar, Chengan He, Zhongshi Jiang, Giljoo Nam, Lingchen Yang, Jihyun Lee, Egor Zakharov, Zhaoen Su, Rinat Abdrashitov, Yuan Dong, Julieta Martinez, Kai Li, Qingyang Tan, Takaaki Shiratori, Matthew Hu, Peihong Guo, Xuhua Huang, Ariyan Zarei, Marco Pesavento, Yichen Xu, He Wen, Teng Deng, Wyatt Borsos, Anjali Thakrar, Jean-Charles Bazin, Carsten Stoll, Ginés Hidalgo, James Booth, Lucy Wang, Xiaowen Ma, Yu Rong, Sairanjith Thalanki, Chen Cao, Christian Häne, Abhishek Kar, Sofien Bouaziz, Jason Saragih, Yaser Sheikh, Shunsuke Saito

2026-04-02

No Single Best Model for Diversity: Learning a Router for Sample Diversity

Yuhan Liu, Fangyuan Xu, Vishakh Padmakumar, Daphne Ippolito, Eunsol Choi

2026-04-02

Stop Wandering: Efficient Vision-Language Navigation via Metacognitive Reasoning

Xueying Li, Feng Lyu, Hao Wu, Mingliu Liu, Jia-Nan Liu, Guozi Liu

2026-04-02

A Simple Baseline for Streaming Video Understanding

Yujiao Shen, Shulin Tian, Jingkang Yang, Ziwei Liu

2026-04-02

Beyond the Assistant Turn: User Turn Generation as a Probe of Interaction Awareness in Language Models

Sarath Shekkizhar, Romain Cosentino, Adam Earle

2026-04-02

Intervening to Learn and Compose Causally Disentangled Representations

Alex Markham, Isaac Hirsch, Jeri A. Chang, Liam Solus, Bryon Aragam

2026-04-02

Topological Effects in Neural Network Field Theory

Christian Ferko, James Halverson, Vishnu Jejjala, Brandon Robinson

2026-04-02

Transformers Can Solve Non-Linear and Non-Markovian Filtering Problems in Continuous Time For Conditionally Gaussian Signals

Blanka Horvath, Anastasis Kratsios, Yannick Limmer, Xuwei Yang

2026-04-02

go-$m$HC: Direct Parameterization of Manifold-Constrained Hyper-Connections via Generalized Orthostochastic Matrices

Torque Dandachi, Sophia Diggs-Galligan

2026-04-02

AutoPK: Leveraging LLMs and a Hybrid Similarity Metric for Advanced Retrieval of Pharmacokinetic Data from Complex Tables and Documents

Hossein Sholehrasa, Amirhossein Ghanaatian, Doina Caragea, Lisa A. Tell, Jim E. Riviere, Majid Jaberi-Douraki

2026-04-02

Beyond Via: Analysis and Estimation of the Impact of Large Language Models in Academic Papers

Mingmeng Geng, Yuhang Dong, Thierry Poibeau

2026-04-02

Hybrid Hidden Markov Model for Modeling Equity Excess Growth Rate Dynamics: A Discrete-State Approach with Jump-Diffusion

Abdulrahman Alswaidan, Jeffrey D. Varner

2026-04-02

VOID: Video Object and Interaction Deletion

Saman Motamed, William Harvey, Benjamin Klein, Luc Van Gool, Zhuoning Yuan, Ta-Ying Cheng

2026-04-02

Democratizing AI: A Comparative Study in Deep Learning Efficiency and Future Trends in Computational Processing

Lisan Al Amin, Md Ismail Hossain, Rupak Kumar Das, Mahbubul Islam, Abdulaziz Tabbakh

2026-04-02

Taming the Exponential: A Fast Softmax Surrogate for Integer-Native Edge Inference

Dimitrios Danopoulos, Enrico Lupi, Michael Kagan, Maurizio Pierini

2026-04-02

AdamFlow: Adam-based Wasserstein Gradient Flows for Surface Registration in Medical Imaging

Qiang Ma, Qingjie Meng, Xin Hu, Yicheng Wu, Wenjia Bai

2026-04-02

Omni123: Exploring 3D Native Foundation Models with Limited 3D Data by Unifying Text to 2D and 3D Generation

Chongjie Ye, Cheng Cao, Chuanyu Pan, Yiming Hao, Yihao Zhi, Yuanming Hu, Xiaoguang Han

2026-04-02

Unifying Group-Relative and Self-Distillation Policy Optimization via Sample Routing

Gengsheng Li, Tianyu Yang, Junfeng Fang, Mingyang Song, Mao Zheng, Haiyun Guo, Dan Zhang, Jinqiao Wang, Tat-Seng Chua

2026-04-02

PBLean: Pseudo-Boolean Proof Certificates for Lean 4

Stefan Szeider

2026-04-02

ORBIT: Scalable and Verifiable Data Generation for Search Agents on a Tight Budget

Nandan Thakur, Zijian Chen, Xueguang Ma, Jimmy Lin

2026-04-02

reinforcement learning

Experience is the Best Teacher: Motivating Effective Exploration in Reinforcement Learning for LLMs

Wenjian Zhang, Kongcheng Zhang, Jiaxin Qi, Baisheng Lai, Jianqiang Huang

2026-03-20

ReViSQL: Achieving Human-Level Text-to-SQL

Yuxuan Zhu, Tengjun Jin, Yoojin Choi, Daniel Kang

2026-03-20

Breaking the Capability Ceiling of LLM Post-Training by Reintroducing Markov States

Yurun Yuan, Tengyang Xie

2026-03-20

Balancing the Reasoning Load: Difficulty-Differentiated Policy Optimization with Length Redistribution for Efficient and Robust Reinforcement Learning

Yinan Xia, Haotian Zhang, Huiming Wang

2026-03-20

SAGE: Sustainable Agent-Guided Expert-tuning for Culturally Attuned Translation in Low-Resource Southeast Asia

Zhixiang Lu, Chong Zhang, Yulong Li, Angelos Stefanidis, Anh Nguyen, Imran Razzak, Jionglong Su, Zhengyong Jiang

2026-03-20

What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time

Dong Yan, Jian Liang, Yanbo Wang, Shuo Lu, Ran He, Tieniu Tan

2026-03-20

NASimJax: GPU-Accelerated Policy Learning Framework for Penetration Testing

Raphael Simon, José Carrasquel, Wim Mees, Pieter Libin

2026-03-20

Cross-site scripting adversarial attacks based on deep reinforcement learning: Evaluation and extension study

Samuele Pasini, Gianluca Maragliano, Jinhan Kim, Paolo Tonella

2026-03-20

FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization

Chiyu Ma, Shuo Yang, Kexin Huang, Jinda Lu, Haoming Meng, Shangshang Wang, Bolin Ding, Soroush Vosoughi, Guoyin Wang, Jingren Zhou

2026-03-20

Dementia-R1: Reinforced Pretraining and Reasoning from Unstructured Clinical Notes for Real-World Dementia Prognosis

Choonghan Kim, Hyunmin Hwang, Hangeol Chang, Jaemin Kim, Jinse Park, Jae-Sung Lim, Jong Chul Ye

2026-03-20

EagleVision: A Dual-Stage Framework with BEV-grounding-based Chain-of-Thought for Spatial Intelligence

Jiaxu Wan, Xu Wang, Mengwei Xie, Hang Zhang, Mu Xu, Yang Han, Hong Zhang, Ding Yuan, Yifan Yang

2026-03-20

FedPDPO: Federated Personalized Direct Preference Optimization for Large Language Model Alignment

Kewen Zhu, Liping Yi, Zhiming Zhao, Zhuang Qi, Han Yu, Qinghua Hu

2026-03-20

LoopRPT: Reinforcement Pre-Training for Looped Language Models

Guo Tang, Shixin Jiang, Heng Chang, Nuo Chen, Yuhan Li, Huiming Fan, Jia Li, Ming Liu, Bing Qin

2026-03-20

Test-Time Alignment for Large Language Models via Textual Model Predictive Control

Kuang-Da Wang, Teng-Ruei Chen, Yu Heng Hung, Guo-Xun Ko, Shuoyang Ding, Yueh-Hua Wu, Yu-Chiang Frank Wang, Chao-Han Huck Yang, Wen-Chih Peng, Ping-Chun Hsieh

2026-03-20

Think and Answer ME: Benchmarking and Exploring Multi-Entity Reasoning Grounding in Remote Sensing

Shuchang Lyu, Haiquan Wen, Guangliang Cheng, Meng Li, Zheng Zhou, You Zhou, Dingding Yao, Zhenwei Shi

2026-03-20

The Art of Efficient Reasoning: Data, Reward, and Optimization

Taiqiang Wu, Zenan Xu, Bo Zhou, Ngai Wong

2026-03-20

A Subgoal-driven Framework for Improving Long-Horizon LLM Agents

Taiyi Wang, Sian Gooding, Florian Hartmann, Oriana Riva, Edward Grefenstette

2026-03-20

Vision-Language Attribute Disentanglement and Reinforcement for Lifelong Person Re-Identification

Kunlun Xu, Haotong Cheng, Jiangmeng Li, Xu Zou, Jiahuan Zhou

2026-03-20

ReLaX: Reasoning with Latent Exploration for Large Reasoning Models

Shimin Zhang, Xianwei Chen, Yufan Shen, Ziyuan Ye, Jibin Wu

2026-03-20

Heavy-Tailed and Long-Range Dependent Noise in Stochastic Approximation: A Finite-Time Analysis

Siddharth Chandak, Anuj Yadav, Ayfer Ozgur, Nicholas Bambos

2026-03-20

Preference-Driven Multi-Objective Combinatorial Optimization with Conditional Computation

Mingfeng Fan, Jianan Zhou, Yifeng Zhang, Yaoxin Wu, Jinbiao Chen, Guillaume Adrien Sartoretti

2026-03-20

DeepStock: Reinforcement Learning with Policy Regularizations for Inventory Management

Yaqi Xie, Xinru Hao, Jiaxi Liu, Will Ma, Linwei Xin, Lei Cao, Yidong Zhang

2026-03-20

PA2D-MORL: Pareto Ascent Directional Decomposition based Multi-Objective Reinforcement Learning

Tianmeng Hu, Biao Luo

2026-03-20

R2-Dreamer: Redundancy-Reduced World Models without Decoders or Augmentation

Naoki Morihira, Amal Nahar, Kartik Bharadwaj, Yasuhiro Kato, Akinobu Hayashi, Tatsuya Harada

2026-03-20

AcceRL: A Distributed Asynchronous Reinforcement Learning and World Model Framework for Vision-Language-Action Models

Chengxuan Lu, Shukuan Wang, Yanjie Li, Wei Liu, Shiji Jin, Fuyuan Qian, Peiming Li, Baigui Sun, Yang Liu

2026-03-20

On the Structural Non-Preservation of Epistemic Behaviour under Policy Transformation

Alexander Galozy

2026-03-20

Learning to Bet for Horizon-Aware Anytime-Valid Testing

Ege Onur Taga, Samet Oymak, Shubhanshu Shekhar

2026-03-20

Efficient Cross-Domain Offline Reinforcement Learning with Dynamics- and Value-Aligned Data Filtering

Zhongjian Qiao, Rui Yang, Jiafei Lyu, Chenjia Bai, Xiu Li, Siyang Gao, Shuang Qiu

2026-03-20

EvidenceRL: Reinforcing Evidence Consistency for Trustworthy Language Models

J. Ben Tamo, Yuxing Lu, Benoit L. Marteau, Micky C. Nnamdi, May D. Wang

2026-03-20

Automatic feature identification in least-squares policy iteration using the Koopman operator framework

Christian Mugisho Zagabe, Sebastian Petiz

2026-03-27

language

Steering Code LLMs with Activation Directions for Language and Library Control

Md Mahbubur Rahman, Arjun Guha, Harshitha Menon

2026-03-26

Steering Code LLMs with Activation Directions for Language and Library Control

Md Mahbubur Rahman, Arjun Guha, Harshitha Menon

2026-03-24

ParaSpeechCLAP: A Dual-Encoder Speech-Text Model for Rich Stylistic Language-Audio Pretraining

Anuj Diwan, Eunsol Choi, David Harwath

2026-03-30

KazByte: Adapting Qwen models to Kazakh via Byte-level Adapter

Rauan Akylzhanov

2026-03-29

SVBRD-LLM: Self-Verifying Behavioral Rule Discovery for Autonomous Vehicle Identification

Xiangyu Li, Tianyi Wang, Junfeng Jiao, Christian Claudel, Zhaomiao Guo

2026-03-23

Curveball Steering: The Right Direction To Steer Isn't Always Linear

Shivam Raval, Hae Jin Song, Linlin Wu, Abir Harrasse, Jeff M. Phillips, Fazl Barez, Amirali Abdullah

2026-03-22

Experience is the Best Teacher: Motivating Effective Exploration in Reinforcement Learning for LLMs

Wenjian Zhang, Kongcheng Zhang, Jiaxin Qi, Baisheng Lai, Jianqiang Huang

2026-03-20

ReViSQL: Achieving Human-Level Text-to-SQL

Yuxuan Zhu, Tengjun Jin, Yoojin Choi, Daniel Kang

2026-03-20

Improved Generalized Planning with LLMs through Strategy Refinement and Reflection

Katharina Stein, Nils Hodel, Daniel Fišer, Jörg Hoffmann, Michael Katz, Alexander Koller

2026-03-20

DLLM Agent: See Farther, Run Faster

Huiling Zhen, Weizhe Lin, Renxi Liu, Kai Han, Yiming Li, Yuchuan Tian, Hanting Chen, Xiaoguang Li, Xiaosong Li, Chen Chen, Xianzhi Yu, Mingxuan Yuan, Youliang Yan, Peifeng Qin, Jun Wang, Yu Wang, Dacheng Tao, Yunhe Wang

2026-03-20

LoASR-Bench: Evaluating Large Speech Language Models on Low-Resource Automatic Speech Recognition Across Language Families

Jianan Chen, Xiaoxue Gao, Tatsuya Kawahara, Nancy F. Chen

2026-03-20

On the Cone Effect and Modality Gap in Medical Vision-Language Embeddings

David Restrepo, Miguel L Martins, Chenwei Wu, Luis Filipe Nakayama, Diego M Lopez, Stergios Christodoulidis, Maria Vakalopoulou, Enzo Ferrante

2026-03-20

Detached Skip-Links and $R$-Probe: Decoupling Feature Aggregation from Gradient Propagation for MLLM OCR

Ziye Yuan, Ruchang Yao, Chengxin Zheng, Yusheng Zhao, Daxiang Dong, Ming Zhang

2026-03-20

Mapping Caregiver Needs to AI Chatbot Design: Strengths and Gaps in Mental Health Support for Alzheimer's and Dementia Caregivers

Jiayue Melissa Shi, Dong Whi Yoo, Keran Wang, Violeta J. Rodriguez, Ravi Karkar, Koustuv Saha

2026-03-20

DreamCS: Geometry-Aware Text-to-3D Generation with Unpaired 3D Reward Supervision

Xiandong Zou, Ruihao Xia, Hongsong Wang, Pan Zhou

2026-03-20

Measuring Reasoning Trace Legibility: Can Those Who Understand Teach?

Dani Roytburg, Shreya Sridhar, Daphne Ippolito

2026-03-20

An Agentic Approach to Generating XAI-Narratives

Yifan He, David Martens

2026-03-20

HPS: Hard Preference Sampling for Human Preference Alignment

Xiandong Zou, Wanyu Lin, Yuchen Li, Pan Zhou

2026-03-20

MedSPOT: A Workflow-Aware Sequential Grounding Benchmark for Clinical GUI

Rozain Shakeel, Abdul Rahman Mohammad Ali, Muneeb Mushtaq, Tausifa Jan Saleem, Tajamul Ashraf

2026-03-20

Breaking the Capability Ceiling of LLM Post-Training by Reintroducing Markov States

Yurun Yuan, Tengyang Xie

2026-03-20

X-World: Controllable Ego-Centric Multi-Camera World Models for Scalable End-to-End Driving

Chaoda Zheng, Sean Li, Jinhao Deng, Zhennan Wang, Shijia Chen, Liqiang Xiao, Ziheng Chi, Hongbin Lin, Kangjie Chen, Boyang Wang, Yu Zhang, Xianming Liu

2026-03-20

The Phish, The Spam, and The Valid: Generating Feature-Rich Emails for Benchmarking LLMs

Rebeka Toth, Tamas Bisztray, Nils Gruschka

2026-03-20

HiPath: Hierarchical Vision-Language Alignment for Structured Pathology Report Prediction

Ruicheng Yuan, Zhenxuan Zhang, Anbang Wang, Liwei Hu, Xiangqian Hua, Yaya Peng, Jiawei Luo, Guang Yang

2026-03-20

Identifying and Mitigating Bottlenecks in Role-Playing Agents: A Systematic Study of Disentangling Character Profile Axes

Yonghyun Jun, Junhyuk Choi, Jihyeong Park, Jeonghyun Park, Liu Nicole Geumheon, Hwanhee Lee

2026-03-20

Rep2Text: Decoding Full Text from a Single LLM Token Representation

Haiyan Zhao, Zirui He, Yiming Tang, Fan Yang, Ali Payani, Dianbo Liu, Mengnan Du