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

Foteini Oikonomou, Maria Pantazi-Kypraiou, George Goudroumanis, Pavlos Stoikos, Athanasios Tziouvaras, Christos Anagnostopoulos, Georgios Karakonstantis, George Floros

2026-10-14

Generative Recursive Reasoning

Junyeob Baek, Mingyu Jo, Minsu Kim, Mengye Ren, Yoshua Bengio, Sungjin Ahn

2026-10-15

Tilted Mondrian: Triage and Mitigation of Fine-grained Disparities in Conformal Prediction

Ziang Gao, Pengqi Liu, Archer Yi Yang, Mouloud Belbahri, Jesse C. Cresswell, Masoud Asgharian

2026-10-17

Is This Your Agent? Identity Watermarking for Agent Systems in Dynamic Environments

Yuwei Zhong, Yu Cheng, Jiuan Zhou, Weizhi Liu, Yi Xie, Yongkang Hu, Yuan Xie, Zhaoxia Yin

2026-10-17

Virtual Encoders in Multimodal Transformers

Katsuya Ogata, Yuta Nakashima

2026-10-19

Multilingual Reasoning Cascades Need More Context

Arnav Mazumder, Dengjia Zhang, Shuyue Stella Li, Yulia Tsvetkov, Niyati Bafna

2026-10-19

Weighted Adjoint Matching: Finetuning Flow Matching Models with Time-Dependent Control Cost

Eliot Beyler, Francis Bach

2026-10-14

OneShot: Label-Efficient Detector Weighting for Time Series Anomaly Detection

Seunghan Lee, Jun Seo, Jaehoon Lee, Junhyeok Kang, Sangjun Han, Sungdong Yoo, Minjae Kim, Tae Yoon Lim, Dongwan Kang, Hwanil Choi, Soonyoung Lee, Wonbin Ahn

2026-10-12

PAC Learning with Query Feedback

Chase Hutton, Adam Melrod, Han Shao

2026-10-16

Efficient Agnostic Learning of Univariate Densities Under Local Differential Privacy

Mohammad Afzali, Hassan Ashtiani, Sivan Sabato

2026-10-15

Correct Choices, Failed Sequences: Choice2Seq Benchmarks Correctness Retention Across Output Interfaces

Tianyou Lai, Wentao Yue, Zhiying Deng, Qilei Li

2026-10-12

Look Back to Move Forward: Learning to Revisit for Agentic Compositional Image Generation

Zixu Wang, Xiaoran Zhao, Yahui Liu, Feng-ao Wang, Junhao Xiao, You Shu, Bing Liu, Yiting Liu, Songlei Jian, Zhiliang Tian, Dongsheng Li

2026-10-12

When Participant Disjoint Validation Is Not Enough to Establish Generalization in Parkinson's Gait Classification

Md. Sifat, Sania Akter, Akif Islam, Md. Ekramul Hamid

2026-10-12

AI Alignment and Fiduciary Obligation

Benjamin Lange

2026-10-12

Neural Non-Equilibrium Hamiltonian Monte Carlo for Corrected Boltzmann Sampling

Moxian Qian

2026-10-12

Rethinking Visual Provenance: Detection and Watermarking Across Direct Visual Generation and LLM-Driven Code Rendering

Zheng Gao, Xiaoyu Li, Zhicheng Bao, Jiaojiao Jiang

2026-10-12

Equilibrium contrastive learning for imbalanced image classification

Sumin Roh, Harim Kim, Ho Yun Lee, Il Yong Chun

2026-10-12

Exploration strategies for Gaussian process bandit optimization with inference regret guarantees

Hwanwoo Kim, Jungwoo Hong, Kyungjae Lee

2026-10-12

When AI Reviews Its Own Code: Recursive Self-Training Collapse in Code LLMs

Xinyuan Song, Zekun Cai, Liang Zhao

2026-10-12

Agentic Architect: An Agentic AI Framework for Architecture Design Exploration and Optimization

Vasilis Kypriotis, Alexander Blasberg, Alexandros Moiras, Dimitrios Skarlatos

2026-10-12

Coupled Harness--Model Evolution for Scientific Equation Discovery

Pengze Li, Jiaquan Zhang, Encheng Su, Yunbo Long, Zihang Zeng, Xinping Liu, Han Zhang, Junchi Yu, Shixiang Tang, Aoran Wang, Xi Chen

2026-10-13

Fresh Papers

The Language of Instruction: Genre and Generative AI

James E. Dobson

2026-10-23

SceneBloom: Agentic Indoor Environment Generation with Realistic and Diverse Layouts for Embodied Learning

Yuhan Liu, Lianhui Qin, Shenji Wan

2026-10-23

UniAction: Unified Action Conditioning for World Models

Bowen Xue, Zizhang Li, Hong-Xing Yu, Jiajun Wu

2026-10-23

FlexGlue: Sparse-to-Dense Feature Matching and Visual Disambiguation

Philipp Lindenberger, Paul-Edouard Sarlin, Ondrej Miksik, Marc Pollefeys

2026-10-23

Q-MMR: Off-Policy Evaluation via Recursive Reweighting and Moment Matching

Xiang Li, Nan Jiang

2026-10-23

RobustRLlib: A Unified Library and Benchmark for Robust Reinforcement Learning Algorithms

Xi Chen, Fengqi Hu, Zeyu Shen, Jiaying Xu, Shangding Gu, Pan Xu, Anqi Liu, Laixi Shi

2026-10-23

DexPort: A Hand-Held Skill Interface for Dexterous Hand Data Collection

Amber Xie, Jiawei Fu, Xiaofeng Guo, Carmelo Sferrazza, Guanya Shi, Haozhi Qi

2026-10-23

From Dueling Bandits to Episodic MDPs: Learning with Adversarial Preference Feedback

Taira Tsuchiya, Shinji Ito, Haipeng Luo

2026-10-23

MiD-VLM: Detecting and Grounding Global Semantic Misinformation in Image-Caption Pairs

Tarunya Prasad, Bharatesh Chakravarthi

2026-10-23

ViT-H: Generative Video-To-Humanoid Control with Motion Tracking Feedback

Zimo He, Tianyi Bian, Zizhong Yang, Hongjie Li, Nan Jiang, Jieming Cui, Baoxiong Jia, Yizhou Wang, Siyuan Huang, Yixin Zhu

2026-10-23

Flownomaly: Single-Step Conditional-Mean Recovery for Few-Shot Anomaly Detection

Bernardo Perrone Ribeiro, Erkut Akdag, Egor Bondarev

2026-10-23

Measure Before You Train: Typed Decision Models vs. a Classical Baseline vs. a Generative LLM for Routing a Personal Multilingual Inbox

Federico Lucca

2026-10-23

Driving Video Retrieval for Complex Queries with Structured Grounding

Manyi Yao, Sparsh Garg, Christian Shelton, Amit Roy-Chowdhury, Abhishek Aich

2026-10-23

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks

Kaiyuan Chen, Shuangyu Xie, Letian Fu, Justin Yu, William Pacini, Sandeep Bajamahal, Hudson Kim, Jaimyn Drake, Daehwa Kim, Haoru Xue, Jonathan Francis, Christian Juette, Peter Schaldenbrand, Muhammet Yunus Seker, Ruwan Wickramarachchi, Uksang Yoo, Guanzhi Wang, Adithyavairavan Murali, Balakumar Sundaralingam, S. Shankar Sastry, Yuke Zhu, Linxi "Jim" Fan, Spencer Huang, Ken Goldberg

2026-10-23

VETTA: Coordinating Turn- and Token-Level Credit Assignment for Multi-Turn LLM Agents

Jiaju Chen, Min Yang, Jinghua Piao, Xiaochong Lan, Xu Xia, Xiangnan He, Yong Li

2026-10-23

Where Rounding Happens Matters: Rounding-Location Alignment Stabilizes LLM Reinforcement Learning

Yijing Ke, Tianle Cai, Ruosong Wang

2026-10-23

Beyond Discrete Tokens: Preserving Numerical Continuity in Medical Vision-Language Models

Dianye Huang, Jiamei Guo, Yue Zhou, Mingde Li, Yi Xiong, Wei Wang, Nassir Navab, Zhongliang Jiang

2026-10-23

Monetizing Intelligence: Advertising and Subscription Design on LLM Platforms

Yuhang Ji, Fasheng Xu, Tianjun Feng

2026-10-23

Knowledge Distillation across Item and Code Spaces for Parallel Generative Recommendation

Yixuan Xu, Hailin Liu, Linxiang Peng, Can Yang

2026-10-23

If at First You Don't Succeed, Backtrack: Lightweight Recovery for Frozen VLAs

Thomas Landeg, Thierry Tambe

2026-10-23

Privacy Accounting for Empirical Denoisers

William Cheng, Dongjun Kim, Mijung Park

2026-10-23

Learning Positive Linear Combinations of ReLUs in Fully Polynomial Time

Ilias Diakonikolas, Jelena Diakonikolas, Puqian Wang, Nikos Zarifis

2026-10-23

When Clinical Judgment Becomes a Predictive Shortcut: Two Questions Clinical AI Must Answer Before Deployment

Jing Yang, Long R. Jiao, Zongjiu Zhang, Xiujun Cai

2026-10-23

Yalda-Embedding: Open Development of a Competitive Persian Retrieval Model

Yalda Taheri, Mohammad Hassan Heydari, Armon Rasooli

2026-10-23

STROKE: Simple Sparse Structural Occlusions for Black-Box Adversarial Attacks

Ankit Gupta, Akshat Pandya, Paul Lin, Christoph Adami, Emily Dolson

2026-10-23

ZENO: Nonlinear filtering with Zakai Equation Neural Operators

Aaditya Prasad, Steven W. Flavell, Brian DePasquale

2026-10-23

Maximum Likelihood on the Joint (Data, Condition) Distribution for Solving Ill-Posed Problems with Conditional Flow Models

John S. Hyatt

2026-10-23

Adaptive Frequency Threshold Byte Pair Encoding for Mixed Natural Language and Structured Symbolic Corpora

Pietro Di Nicco, Lucio La Cava, Andrea Tagarelli

2026-10-23

SemantEq: Faithful Bidirectional Equivalence of Formal Statements

Xinrui Li, Pawan Sasanka Ammanamanchi, Siddharth Bhat, Rianna Jamdar, Yongxi Lin, Stella Biderman

2026-10-23

MoE-SpAc: Efficient MoE Inference Based on Speculative Activation Utility in Heterogeneous Edge Scenarios

Shuhuai Li, Jianghao Lin, Dongdong Ge, Yinyu Ye

2026-10-23

reinforcement learning

Comprehensive Comparisons of Reinforcement Learning Algorithms in Autonomous Driving

Dechen Xie, Mushuang Liu

2026-10-14

Design Space Exploration of Reinforcement Learning Configurations for Post-Legalization Placement

Foteini Oikonomou, Maria Pantazi-Kypraiou, George Goudroumanis, Pavlos Stoikos, Athanasios Tziouvaras, Christos Anagnostopoulos, Georgios Karakonstantis, George Floros

2026-10-14

NetRL: Powering Network Decisions via NetGRPO-Driven Reinforcement Learning

Lingfeng Peng, Xiaohui Xie, Yang Bao, Yong Cui

2026-10-12

Look Back to Move Forward: Learning to Revisit for Agentic Compositional Image Generation

Zixu Wang, Xiaoran Zhao, Yahui Liu, Feng-ao Wang, Junhao Xiao, You Shu, Bing Liu, Yiting Liu, Songlei Jian, Zhiliang Tian, Dongsheng Li

2026-10-12

MSC: Multi-Stage Caster-aware Control Framework with Uncertainty-Aware NMPC and RL-based Execution Layer

Jinho Park, Jeongtae Lee, Jeonghyeok Lim, Keun Ha Choi, Kyung-Soo Kim

2026-10-12

EventLens: Event-Structure Reinforcement Learning for Video Understanding

Guowen Zhang, Boshen Xu, Zihao Yue, Ziheng Wang, Xiaokun Liu, Xin Tao, Wenyu Qin, Pengfei Wan, Qin Jin

2026-10-12

Do LLMs Learn from Rewards in Context? : Rethinking the role of reward in In-Context RL

Minchan Kwon, Seunghee Koh, Sunghyun Baek, Minsung Bae, Junmo Kim

2026-10-12

PACEvolve++: Improving Test-time Learning for Evolutionary Search Agents

Minghao Yan, Bo Peng, Benjamin Coleman, Ziqi Chen, Zhouhang Xie, Shuo Chen, Zhankui He, Noveen Sachdeva, Weili Wang, Ed H. Chi, Shivaram Venkataraman, Wang-Cheng Kang, Derek Zhiyuan Cheng, Beidou Wang

2026-10-12

Beyond Policy Rollouts: Embedding-Space Directional Exploration with Anchored Noise for LLM RLVR

Daijiao Liu, Huiyi Wang, Lina Yao, Dong Gong

2026-10-12

SelectTTRL: Representation-Guided Data Selection for Efficient Test-Time Reinforcement Learning

Yi Li, Linan Yue, Weibo Gao

2026-10-12

Rollout-Time Intervention: Unlocking Agentic Reinforcement Learning Beyond Policy Limits

Xi Chen, Ruixue Ding, Zhigaoyuan Wang, Fanrui Zhang, Qiang Zhang, Boli Chen, Shihang Wang, Tianfu Wang, Ailin Ren, Pengyong Wang, Pengjun Xie, Hui Xiong

2026-10-12

PWM: Personalized World Models with Online Reinforcement Learning

Zhexin Lou, Guancheng Lu, Zeyu Zhang, Yi Zhang, Yang Zhao, Hao Tang

2026-10-12

Heterogeneous Agentic Coevolution

Wenqian Ye, Ziwei Guan, Zi Yang, Shivani Modi, Cici Cong Wu, Yunlong He, Yuxin Chen, Zhengyu Zhang, Liang Luo, Venkatesh Ranganathan, Jianhui Sun, Yantao Yao, Wenlin Chen, Buyun Zhang, Ellie Dingqiao Wen, Henry Kautz, Aidong Zhang

2026-10-12

Understanding and Reducing Misalignment in Persuasion Optimization

Boyi Wei, Ruta Desai, Peter Henderson, Wenyue Hua

2026-10-12

PIGEONS: Incremental Long-Video Captioning with Persistent Identity Gallery and Evolving Overarching Narrative Summary

Xinlong Chen, Weihong Lin, Yuanxing Zhang, Xinyu Liu, Yue Ding, Bozhou Li, Bohan Zeng, Yang Shi, Qiang Liu, Pengfei Wan, Liang Wang, Tieniu Tan

2026-10-12

Beyond the greenwash: do LLMs' ecologically sound decisions hold up under pressure?

Trent R. Northen, Mingxun Wang

2026-10-12

Of Errors and Echoes: Responsibility-Aware Credit Assignment for Tool-Use Agents

Xingjian Diao, Tianyu Yang, Wenjun Huang, Xiangchi Yuan, Chunhui Zhang, Xingchen Zhao, Weiyi Wu, Haotian Xu, Soroush Vosoughi, Xiangliang Zhang, Jiang Gui

2026-10-12

Steering the Fidelity in State Preparation on Noisy Bosonic Systems with Risk-Seeking Optimization

Riccardo Piantoni, Riccardo Pellini, Maurizio Ferrari Dacrema, Paolo Cremonesi

2026-10-13

Ensemble-MIX: Enhancing Sample-Efficiency in Multi-Agent RL via Selective Ensemble-Based Exploration

Tom Danino, Nahum Shimkin

2026-10-13

Teacher-Guided Tool Learning for Small Language Models via Bidirectional KL Constraints

Haoxuan Gao, Qin-Wen Luo, Xiang Chen, Yu Tian, Zequn Sun, Xiaofeng Cao, Jiangchao Yao, Sheng-Jun Huang

2026-10-13

Geometry-Aware Reinforcement Learning for 2D Irregular Nesting

Auguste Lehuger, Guillaume Henon-Just

2026-10-13

Copying Is Not Grounding: Training Faithful Long-Form RAG with Authored-Sentence Credit

Hoang Pham, Duc Anh Vu, Duy Tung Doan, Cong-Duy T Nguyen, Anh Tuan Luu

2026-10-13

Active Inference as a Convex Markov Decision Process

Nikola Milosevic, Nicolás Hinrichs, Nico Scherf

2026-10-13

Selective Latent Thinking: Adaptive Compression of LLM Reasoning Chains

Hui Xie, Jie Liu, Ziyue Qiao, Joaquin Vanschore

2026-10-13

ReDiS: Reasoning-Diagnosis Self-Evolution for Multimodal Reasoning in Remote Sensing

Yi Liu, Wentao Jiang, Shuo Ni, Zhiming Luo, Di Wang, Zengmao Wang, Jing Zhang, Bo Du

2026-10-13

Urbex: Agentic Spatial Grounding for City-Scale 3D Scenes

Yu Wang, Rui Dai, Wei Chen, Yi Wang, Bo Dang, Kaikui Liu, Xiangxiang Chu, Yansheng Li

2026-10-13

Tactile Curiosity Drives Robot Interaction

Klemens Iten, Alexander Proshkin, Bhavya Sukhija, Stelian Coros, Andreas Krause, Pieter Abbeel, Carmelo Sferrazza

2026-10-13

Selective Successor Eligibility Traces for RLVR

Chaoli Mou, Xinning Chen, Zhan Zhuang, Qinghe Zheng, Deyuan Kong, Yu Zhang

2026-10-13

When Does Opponent Modeling Pay Off? Spatial Inference Stabilises Reinforcement Learning under Partial Observability

Marcel Petran, Stefan Edelkamp

2026-10-13

Blackbox Performance Analysis of LLM-based Network Control

Mahdi Alizadeh, Pooria Namyar, Arvin Ghavidel, Ramesh Govindan

2026-10-20

language

Language2Drive: Do Vision-Language-Action Models Really Follow the Instructions in Autonomous Driving?

Zihan You, Zehua Fan, Wenqi Lyu, Aoqi Wang, Ni Wang, Yifei Yang, Linge Zhao, Huan Li, Sining Ang, Yuguang Yang, Jueyu Chen, Xiangyu Li, Qianshan Wei, Jieyuan Pei, Yuxin Wang, Zhiwen Chen, Jiaqi Li, Wenxuan Song, Yanyuan Qiao, Benjin Zhu, Haoang Li, Yan Wang

2026-10-12

GenState-AI: State-Aware Dataset for Text-to-Video Retrieval on AI-Generated Videos

Minghan Li, Tongna Chen, Tianrui Lv, Yishuai Zhang, Suchao An, Guodong Zhou

2026-10-14

Documenting Trofinetide Treatment Phenotypes in Rett Syndrome with a Dual-LLM Consensus Pipeline

Daniel Palacios, Guantong Qi, Mikael Guzman Karlsson, Shawntel K. David, Mohammed Sameeruddin, Bernhard Suter, Zhandong Liu, Davut Pehlivan, Hu Chen

2026-10-15

Less is More: Efficient Black-box Attribution via Minimal Interpretable Subset Selection

Ruoyu Chen, Siyuan Liang, Jingzhi Li, Shiming Liu, Li Liu, Hua Zhang, Xiaochun Cao

2026-10-15

CREATE: Creativity Evaluation of VLMs using the Visual Remote Associates Test

Ziqing Yang, Anubhav Jangra, Smaranda Muresan

2026-10-13

A Few More Tokens Ahead: Reinforcing Parallelism in Diffusion LLMs

Jiahao Kuang, Yangfan Gao, Tao Gui, Yuanbin Wu, Qi Zhang, Xuanjing Huang, Tao Ji

2026-10-13

Typed Decision Models on Tabular Data

Baowen Zhang, Hangting Ye, Hongyuan Zha

2026-10-14

Multilingual Reasoning Cascades Need More Context

Arnav Mazumder, Dengjia Zhang, Shuyue Stella Li, Yulia Tsvetkov, Niyati Bafna

2026-10-19

Know-Thy-Not: Training-Free Targeted Negation in Dual-Encoder Vision-Language Models

DoYoung Kim, Changkyu Choi, Adín Ramírez Rivera, YunSeok Choi, Jee-Hyong Lee

2026-10-12

Genesis Steering: Better Activation Steering Through Training Data

Tora Bodin, Eric Aubinais, Ilaria Torre, Chih-Hong Cheng

2026-10-13

Learning to GUIDE the Group: Self-Learning LLM Facilitation Across Multi-Party Tasks

Ziyi Liu, Tzu-Sheng Kuo, Jiale Liu, Deqing Fu, Nithum Thain, Crystal Qian

2026-10-12

GEO-Bench: Benchmarking Ranking Manipulation in Generative Engine Optimization

Ojas Nimase, Zhe Chen, Yue Zhao, Xiyang Hu

2026-10-12

Lüshi-1840: Building and Probing a Knowledge Cutoff for a Classical Chinese Language Model

Alex Liu

2026-10-12

Agentic Architect: An Agentic AI Framework for Architecture Design Exploration and Optimization

Vasilis Kypriotis, Alexander Blasberg, Alexandros Moiras, Dimitrios Skarlatos

2026-10-12

Label-Centric Knowledge Retrieval for Zero-Shot Text Classification

Daoping Wu, Dong Wang, Siyu Liu, Chen Liang, Jian Geng, Ziqi Li, Shuguang Xiong, Ying Zhang

2026-10-12

Virtual Encoders in Multimodal Transformers

Katsuya Ogata, Yuta Nakashima

2026-10-19

Ready2Blend: From Natural-Language Instructions to Composable Alignment Prompts

Jeesu Jung, Hwan Chang, Juseon Do, Jeonghwan Choi, Jinho Choo, Sungwoo Nam, S. K. Hong, Hwanjun Song

2026-10-12

Dependency Parsing Across the Resource Spectrum: Evaluating Architectures on High and Low-Resource Languages

Kevin Guan, Happy Buzaaba, Christiane Fellbaum

2026-10-12

EgoAlign: Situated 3D Understanding without Situation Descriptions

Yiyang Li, Tianyi Ma, Zehong Wang, Yanfang Ye

2026-10-12

ProCARE: Real-World Study Automation via Profile-Grounded Evidence Contracts

Zhaoyu Fan, Bowen Han, Jincheng Ou, Yanwei Ren, Zehua He, Kaiyu Huang, Pengcheng He, Shanshan Ni, Chengchen Gong, Shuai Xue, Qingjiang Shi

2026-10-12

EventLens: Event-Structure Reinforcement Learning for Video Understanding

Guowen Zhang, Boshen Xu, Zihao Yue, Ziheng Wang, Xiaokun Liu, Xin Tao, Wenyu Qin, Pengfei Wan, Qin Jin

2026-10-12

DeepThink: A Conceptual Model for Knowledge-Addressable Recurrent Language Modeling

Weiguo Chen

2026-10-12

Geometric Parrots: Rule Absence vs. Rule Fragility in Spatial and Physical Reasoning for Vision-Language Models

Bilal Jawaid, Hamza Hanif, Muhammad Maaz Uddin, Anas Zafar, Inad Alqurashi, Aizan Zafar, Osama Farooqui, Sheheryar Khan, Ferhat Sadak, Shaina Raza, Rizwan Qureshi

2026-10-12

Think Before You Speak: Enabling Training-Free Latent Communication Between Language Models

Rishi Khare

2026-10-12

CIPHEUR: LLM-Guided Structural Search Control for Conflict-Graph Optimization

Yuqing Cheng, Yan Jia, Yanjie Song, Xiaolu Liu, Lining Xing, Feng Yao

2026-10-12

PACEvolve++: Improving Test-time Learning for Evolutionary Search Agents

2026-10-12

Unravel: Recovering an Interactive 3D Scene from a Single Image

Hui Shan, Keyang Luo, Binjia Zhou, Ming Li, Kai Li, Xin Wang, Zhenyang Li, Zesong Yang, Weikai Chen, Runze Zhang, Xin Wang, Yanwei Fu, Zhen Chen, Xiangru Huang

2026-10-12

Hashrope: A Persistent Data Structure for Mechanisms of LLM Context Management

Muntaser Syed, Ameerah Alsulami, Marius Silaghi

2026-10-12

Phantom Merge: When Your Large Language Model Agents Pick One but Tell You About Another

Wangshu Zhu, Qianwen Guo, Yushun Dong

2026-10-12

Triggering Generalist Reasoning via Predictive Uncertainty for Dual-System VLA

Hyemin Yang, Wooseong Jeong, Giwon Lee, Kuk-Jin Yoon

2026-10-12

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