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

Chance-Constrained Personalized LLM Routing with Online Preference Learning

Ameya Anjarlekar, Rasoul Etesami, R Srikant

2026-10-15

Distinguishability of causal structures under latent confounding and selection

Ryan Carey, Marina Maciel Ansanelli, Elie Wolfe, Robin J. Evans

2026-10-17

Multilingual Reasoning Cascades Need More Context

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

2026-10-19

Satellite-Free Training for Drone-View Geo-Localization

Tao Liu, Yingzhi Zhang, Xingrun Wang, Kan Ren, Xiaoqi Zhao

2026-10-13

HiSTOR: Structured Treatment-outcome Representation Learning for High-Dimensional Longitudinal Data

Chuanqi Lao, Junzhou Huang, Qiao Liu

2026-10-13

A First-Order Learning Algorithm for Online Resource Allocation with Constant Regret

Menglong Li, Jiawei Zhang

2026-10-13

PAC Learning with Query Feedback

Chase Hutton, Adam Melrod, Han Shao

2026-10-16

SWE-Spot: Building Small Repo-Experts with Repository-Centric Learning

Jinjun Peng, Magnus Saebo, Tianjun Zhong, Junfeng Yang, Shi-Xiong Zhang, Baishakhi Ray, Simin Chen, Yangruibo Ding

2026-10-13

Monitoring latent reasoning in looped language models

Pawel Olszowiec, Paulina Tomaszewska, Maciej Żelaszczyk, Michal Byra, Neo Christopher Chung

2026-10-13

Retrieval Disagreement as a Signal: Diagnosing and Steering Multilingual Dense Embedders

Faeze Ghorbanpour, Shaghayegh Kolli, Jana Diesner, Alexander Fraser

2026-10-13

APTree: Extended Behavior Trees for Adaptive and Scalable Automated Robotic Task Planning in Construction

Shermin Sherkat, Thomas Wortmann, Andreas Wortmann

2026-10-13

Lost in Implicit Routing: How LLM Agents Fail to Load Relevant Skills at Scale

Jinlin Liu, Wei Chen, Xiaojin Zhang

2026-10-13

The Geometry of Language Model Logits: Generic Structure and Learned Departures

Swathi Shree Narashiman, Aravind Ramana Venkatramanan, Nambi Seshadri

2026-10-13

Towards Accurate State Estimation: Motion Dynamics Kalman Filter for 3D Multi-Object Tracking

Mohamed Nagy, Naoufel Werghi, Bilal Hassan, Jorge Dias, Majid Khonji

2026-10-13

Adaptive Patching Is Harder Than It Looks For Time-Series Forecasting

Federico Zucchi, Yi Xie, Chao Zhang, Thomas Lampert, Ziyue Li

2026-10-13

How Low Can You Go: Fine-Tuning LLMs with Bayesian Optimization (LlMBO)

Aditya Kulkarni, Davide Sartor, Carlos Soto, Nathan Wycoff

2026-10-13

When "Must" Becomes "Maybe": Erosion of Workflow Constraints in LLM Agent Handoffs

Yiheng Sun, Huifei Wang, Yancheng Zhu, Zhenyu Li, Zebin Zhao, Yifan Yuan

2026-10-13

Programmable World Model

Zheng-Hui Huang, Guixu Lin, Jiacheng Lin, Yi-Chuan Huang, Ruihan Yu, Muyao Niu, Siqi Yang, Yu-Lun Liu, Yung-Yu Chuang, Kaipeng Zhang, Zhixiang Wang

2026-10-13

EgoOmniWorld: Unifying Egocentric Understanding via Ego-Action-World Interactions

Songruo Chen, Yuqian Fu, Yu Li, Mingkang Dong, Sifan Zhou, Bin Ren, Xu Zheng, Tianwen Qian, Mohamed Elhoseiny, Yanwei Fu

2026-10-13

ROAR: Unifying Runs across Heterogeneous AI-Driven Research Systems

Leo Y. Lin, Vishakha Ramani, Z. Berkay Celik, Paul Castro, Marquita Ellis

2026-10-13

Lifting: Quantum State Discrimination Framework for Mid-Circuit Measurements

Chi Zhang, Neel Vora, Yilun Xu, Gang Huang, Fan Chen, Lei Jiang

2026-10-13

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

When Does Cheap Physics Help? Gated Multi-Fidelity Physics-Informed Networks with Provable Sample Savings and Conformal Guarantees

Olaf Yunus Laitinen Imanov, Rana Irem Turhan, Isgandar Jafarli

2026-10-25

TCSP3.0: Template-Based Crystal Structure Prediction with Coefficient-Preserving Element Substitution and Structural Diversity

Ying Feng, Jeffrey Hu, Lai Wei, Liang Tao, Madeline Miklos, Dipannoy Das Gupta, Hossein Erfanshekooh, Jianjun Hu

2026-10-25

Explaining Navigation Decisions: Stage-Aware Visual Attribution for Vision-Language Navigation

Yiyuan Yao, Xinpeng Ding, Minglei Chen, Fei Gao, Lihuo He, Jie Yuan, Aijun Li, Nannan Wang, Xinbo Gao

2026-10-25

Budgeted Prompt-Set Expansion and Refinement for Language Models via Simulation Optimization

Haoting Zhang, Jinghai He, Rhonda Righter, Zeyu Zheng

2026-10-25

When Does GEPA Merge Help? A Mechanism-Level Diagnostic

Chong Zhao, Ruyi Yang, Changming Liu, Alice Zhao

2026-10-25

SWIFT: Self-guided Weak-to-strong dIFfusion models via Target extrapolation

Yanjin He, Cuifeng Shen, Wanzhou Lei, Maohua Li, Tao Lan, Kan Liu, Hanlin Tang, Qing Qu

2026-10-25

The Symmetry of Differential Neural Tangent Kernel under the Orthogonal Group

Bangti Jin, Longjun Wu

2026-10-25

Deep Scientific Reasoning under Physical Constraints: Structure-Aware Spectrum Prediction

Yingheng Wang, Tao Yu, Shufeng Kong, Francesco Ricci, John M. Gregoire, Carla P. Gomes

2026-10-25

Causal Inference Under Unmeasured Confounding With Negative Controls: A Minimax Learning Approach

Nathan Kallus, Xiaojie Mao, Masatoshi Uehara, Zhiheng Zhang

2026-10-25

BriLLM-MetaPred: A Representation-Prediction Unity Language Model with Adaptive Self-Measurement

Junyuan Liu, Hongyue Lin, Jiale Hong, Yi Zhao, Hai Zhao

2026-10-25

The Information Geometry of Representation Formation

Sanjukta Krishnagopal

2026-10-25

SentryVLA: Uncertainty-Guided Action Selection and State Monitoring for Vision-Language-Action Robotic Control

Zongyao Lyu, Lingling Chen, William J. Beksi

2026-10-25

The Patient Is Always Right? Evaluating Sycophancy in Medical Diagnosis with Graded Patient Beliefs

Viswonathan Manoranjan, Andrea Mock, Myra Cheng, Lujain Ibrahim, Andrew Coyne, Junyi Jessy Li, Desmond C. Ong

2026-10-25

LaWAM: Latent World Action Models for Efficient Dynamics-Aware Robot Policies

Jialei Chen, Kai Wang, Kang Chen, Shuaihang Chen, Feng Gao, Wenhao Tang, Zhiyuan Li, Weilin Liu, Zhuyu Yao, Boxun Li, Yuanbo Xu, Chao Yu

2026-10-25

Reversible Pseudonymisation of Documents Sent to External LLMs: an Open Bilingual Benchmark and an Engine

Vladimir Beskorovainyi

2026-10-25

Cross-User Adaptation for sEMG Gesture Recognition via Continual Learning

Aran Ramakrishnan, Shubhi Mishra, Tyler Ham, Assel Kembay, Jason Eshraghian

2026-10-25

Fed-Universe: A Semantic-Geometric-Topological-Human (S-G-T-H) Stack for Negotiated Alignment in Federated Systems

Ting Xu, Henry Leung

2026-10-25

Partial Modal Tensor Regression

Jintao Han, Li Zhang, Xuejun Ma

2026-10-25

Steering the Teacher: Improving On-Policy Self-Distillation for Thinking Models

Tiejin Chen, Xiaoou Liu, Hanyang Chen, Hua Wei

2026-10-25

PIT-GCL: Protein Interaction using Topological Graph Contrastive Learning

Jae Won Choi, Ryoonki Hong, Alan Liang, Manjula Adiveppa Wader, Bingsong Zeng, Peiyang Tang, Longwei Liu, Ruishan Liu

2026-10-25

Resolving the Mobility-Equity-Emissions Trilemma: A Causal Machine Learning Framework for Dynamic Tolling Policy

Christian Mulomba Mukendi

2026-10-25

HealthAgentBench: A Unified Benchmark Suite of Realistic Agentic Healthcare Environments for Challenging Frontier AI Agents

Qianchu Liu, Sheng Zhang, Guanghui Qin, Jeya Maria Jose Valanarasu, Xiaoke Huang, Peniel Argaw, Maximilian Rokuss, Mingyu Lu, Timothy Ossowski, Juan Manuel Zambrano Chaves, Cliff Wong, Naisargi Patel, Yashna Hasija, Mu Wei, Wen-wai Yim, Qin Liu, Zilin Jing, Jason Entenmann, Naoto Usuyama, Tristan Naumann, Hoifung Poon

2026-10-25

A Synthetic Eye Movement Dataset for Script Reading Detection: Real Trajectory Replay on a 3D Simulator

Kidus Zewde, Yuchen Zhou, Dennis Ng, Neo Tiangratanakul, Tommy Duong, Ankit Raj, Yuxin Zhang, Xingyu Shen, Simiao Ren

2026-10-25

Hybrid Mamba-Transformer Network for Single-Shot 3D Reconstruction from Fringe Patterns

Xinjie Zhou, XiaoLei Li

2026-10-25

Multi-view Optimal Transport for Multi-view Crowd Localization and Tracking

Kaiyi Zhang, Qi Zhang, Jixuan Chen, Antoni B. Chan, Hui Huang

2026-10-25

GPT-Image-2 in the Wild: A Twitter Dataset of Self-Reported AI-Generated Images from the First Week of Deployment

Kidus Zewde, Simiao Ren, Xingyu Shen, Jiaqi Wu, Yuchen Zhou, Tommy Duong, Zikang Zhang, Ethan Traister, Kewen Xie

2026-10-25

Detecting Differences Is Not Understanding Structure: Large Language Models Fail at Graph Isomorphism

Kumar Thushalika, Sukumar Kishanthan, Asela Hevapathige

2026-10-25

Constrained Gradient Equilibrium: Approachability under Locally Constrained Adversaries

Kaicheng Zhang, Lujing Zhang, Yifei Pang, Yuxiao Wen, Zhun Deng, Yanjun Han

2026-10-25

NucShare: A Shared-Decoder Framework for Lightweight Nuclei Instance Segmentation

Wenyan Li, Xiangyang Jia, Wenlong Zhong, Xu Chen

2026-10-25

Geometry-Dependent Approximation for Non-Monotone $k$-Submodular Maximization

Vaneet Aggarwal

2026-10-25

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

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

TextualRL: Textual Reinforcement Learning for Context Management

Tianyu Huai, Jie Zhou, Bo Mao, Qin Chen, Liang He, Xipeng Qiu

2026-10-13

Reinforcement Learning for Large-Scale Lifelong Multi-Agent Path Finding with Shared Spatial Fields

Jean Seong Bjorn Choe

2026-10-13

Human-Inspired Asymmetric Collaboration for Dual-Student Semi-Supervised Medical Image Segmentation

Huiyi Ren, Ziming Fang, Jiaming Cai, Rui Xu, Haojie Li

2026-10-13

Certifying Almost-Sure Reachability in Unknown MDPs

S Akshay, Suguman Bansal, Gaurav Mahla

2026-10-13

Learning When to Translate for Multilingual Reasoning

Deokhyung Kang, Hyounghun Kim

2026-10-13

Understanding Helpfulness and Harmless Tension in Reward Models

Eshaan Tanwar, Pepa Atanasova

2026-10-13

APT: Feedback-Driven Agentic Post-Training for Text-to-Image Generation

Sirui Zhang, Fangyun Wei, Dong Chen, Jinjing Zhao, Yitong Wang, Yunuo Chen, Baining Guo, Zheng-Jun Zha

2026-10-13

From Policy Evaluation to Off-Policy Control: Provable Emergence of In-Context Q-Learning

Yingjun Mo, Yajie Zhao, Fang Kong

2026-10-13

Does Seeing More Mean Knowing More? Mono-Anchored Advantage Normalization for Multi-Source Visual Reasoning

Fanhu Zeng, Zhicong Luo, Zefan Wang, You Li, Chi Chen, Maosong Sun

2026-10-13

LensErase: A Foundation Model for Erase Anything

Yunuo Chen, Xiuyu Wu, Qinhong Yang, Jinjing Zhao, Yanchen Dong, Sirui Zhang, Dong Chen, Fangyun Wei, Lei Shi, Ji Li, Dongdong Chen, Guo Lu, Yan Lu, Baining Guo

2026-10-13

WorkRover: Scaling Long-Horizon Cowork Agent Training Via Recursive Environment Evolution

Hang He, Linting Wang, Guanming Liu, Bo Mao, Jinxiu Liu, Yiran Suo, Maosen Zhou, Zhiheng Xi, Guanting Dong, Zhou Shao, Rui Zheng, Jie Zhou, Chengcheng Wan, Tao Gui, Qi Zhang, Xipeng Qiu, Xuanjing Huang

2026-10-13

Correcting or Continuing? What On-Policy Distillation Learns from Student Errors

Shuo Yang, Zheyu Zhang, Mahito Sugiyama, Gjergji Kasneci

2026-10-13

Fish Audio Drama 3 Technical Report

Dawei Han, Shidong Li, Shijia Liao, Jiahua Liu, Songting Liu, Qingzheng Wang, Yuxuan Wang, Xin Chen, Yifan Cheng, Tianyu Li, Gangin Park, Xuehao Yang, Chang Zeng, Haoyang Zhang, Ruoyi Zhang, Xiangyu Zhang

2026-10-13

Improving Neural Symbolic Regression with a Diverse Prior and Post-training Alignment

David Otte, Jörg K. H. Franke, Frank Hutter

2026-10-13

Can David Beat Goliath? On Multi-Hop Reasoning with Resource-Constrained Agents

Hojae Han, Heeyun Jung, Jongyoon Kim, Seung-won Hwang

2026-10-13

Blackbox Performance Analysis of LLM-based Network Control

Mahdi Alizadeh, Pooria Namyar, Arvin Ghavidel, Ramesh Govindan

2026-10-20

language

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

Typed Decision Models on Tabular Data

Baowen Zhang, Hangting Ye, Hongyuan Zha

2026-10-14

Position: Hippocampal Explicit Memory Is the Cornerstone for AGI

Sangjun Park

2026-10-14

Virtual Encoders in Multimodal Transformers

Katsuya Ogata, Yuta Nakashima

2026-10-19

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

Genesis Steering: Better Activation Steering Through Training Data

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

2026-10-13

EPIC-Bench: A Perception-Centric Benchmark for Fine-Grained Embodied Visual Grounding in Vision-Language Models

Haozhe Shan, Xiancong Ren, Han Dong, Yingji Zhang, Haoyuan Shi, Jiayu Hu, Qinfan Zhang, Yi Zhang, Yong Dai, Bin Shen, Lizhen Qu, Zenglin Xu, Xiaozhu Ju

2026-10-15

Continuous Ontology Assurance through External Resources -- An Ontology Engineering Method with a Case Study in Software Language Engineering

Ralf Lämmel

2026-10-16

A Simple Plug-in for Improving Eviction-Based KV Cache Compression

Yuping Lin, Jiayuan Ding, Yue Xing, Pengfei He, Jiliang Tang, Subhabrata Mukherjee

2026-10-13

SWE-Spot: Building Small Repo-Experts with Repository-Centric Learning

Jinjun Peng, Magnus Saebo, Tianjun Zhong, Junfeng Yang, Shi-Xiong Zhang, Baishakhi Ray, Simin Chen, Yangruibo Ding

2026-10-13

Humanity's Last Exam

Long Phan, Alice Gatti, Ziwen Han, Nathaniel Li, Josephina Hu, Hugh Zhang, Chen Bo Calvin Zhang, Mohamed Shaaban, John Ling, Sean Shi, Michael Choi, Anish Agrawal, Arnav Chopra, Adam Khoja, Ryan Kim, Richard Ren, Jason Hausenloy, Oliver Zhang, Mantas Mazeika, Dmitry Dodonov, Tung Nguyen, Jaeho Lee, Daron Anderson, Mikhail Doroshenko, Alun Cennyth Stokes, Mobeen Mahmood, Oleksandr Pokutnyi, Oleg Iskra, Jessica P. Wang, John-Clark Levin, Mstyslav Kazakov, Fiona Feng, Steven Y. Feng, Haoran Zhao, Michael Yu, Varun Gangal, Chelsea Zou, Zihan Wang, Serguei Popov, Robert Gerbicz, Geoff Galgon, Johannes Schmitt, Will Yeadon, Yongki Lee, Scott Sauers, Alvaro Sanchez, Fabian Giska, Marc Roth, Søren Riis, Saiteja Utpala, Noah Burns, Gashaw M. Goshu, Mohinder Maheshbhai Naiya, Chidozie Agu, Zachary G

2026-10-19

Mobius Injection: From One-Shot Prompt Injection to Sustained Resource Exhaustion in AI Agent Infrastructure

Zi Liang, Ronghua Li, Yanyun Wang, Qingqing Ye, Haibo Hu

2026-10-19

Monitoring latent reasoning in looped language models

Pawel Olszowiec, Paulina Tomaszewska, Maciej Żelaszczyk, Michal Byra, Neo Christopher Chung

2026-10-13

Autonomous intelligence for mining productivity: a multi-agent AI approach to operational value creation

N Guerin, A Dehoux, M Nakhla

2026-10-19

Retrieval Disagreement as a Signal: Diagnosing and Steering Multilingual Dense Embedders

Faeze Ghorbanpour, Shaghayegh Kolli, Jana Diesner, Alexander Fraser