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

Task-State Governance: A Virtual Machine for Verifiable and Recoverable GUI Agent Execution

Wenkui Yang, Yiming Hao, Kai Zhou, Chengyu Pu, Yuzhe Zhang, Jie Cao, Jin Huang, Shuai Ma, Feng Tian

2026-10-14

How Many Directions Must a Truncated Diffusion Sampler Retain? Matching Bounds Under Power-Law Spectra

Radmehr Karimian, Ali Mohades, Johannes Lederer

2026-10-07

The Harness as the Only Mutable Surface: Compliance-Bounded Self-Evolution of LLM Agents in Credit Pipelines, with a Measured Admission Gate

Ravil Akhtyamov

2026-10-07

Thinking Outside the Box: Can Language Models Rely on External Guidance Selectively?

Minghan Wang, Boyuan Wang, Jinhang Zuo, Yuxin Tao, Fang Kong

2026-10-08

Is Peer Review Really in Decline? Analyzing Review Quality across Venues and Time

Ilia Kuznetsov, Rohan Nayak, Alla Rozovskaya, Iryna Gurevych

2026-10-08

JEPA-kMMVAE: CSI Prediction for Time-Varying Wireless Channels

Efstathios Chatziloizos, Konstantinos Vandikas, Aneta Vulgarakis Feljan, Zheng Chen, Nikolaos Pappas

2026-10-09

Auditing VLM Benchmarks from Existing Evaluation Runs

Denis Degtiarev, Anna Gromova, Sergey Katkov, Artem Mikhailin, Safina Mukhamedshina, Albert Nasybullin, Karina Shaikhutdinova, Artem Tuzov

2026-10-09

Simulating Training Spikes of Deep Neural Networks by Layer-wise Random Feature Models

Ran Tian, Courtney Paquette

2026-10-09

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

The Role of Initialization in 3D Gaussian Splatting

Ivan Desiatov, Torsten Sattler

2026-10-07

HIMMEL: Hierarchical Interleaved Multi-stream Motion Encoding for Long Video Understanding

Haopeng Jin, Wenlong Zhao, Tao Yu, Tiankun Yang, Zhenyu Guan, ShiQuan Dong, Yujia Yang, Shani Ye, Chubin Chen, Hongzhu Yi, Jinwen Luo

2026-10-10

Fresh Papers

Joints, Camera, Action! Co-Generating 3D Motion and Video for Arbitrary Rigs

Noam Rotstein, Yoad Tewel, Chen Tessler, Haggai Maron, Gal Chechik, Or Litany, Yoni Kasten, Yuval Atzmon

2026-10-20

AEON: Unifying Video and 3D World Models

Weiqi Zhang, Wenyuan Zhang, Yu-Shen Liu, Junsheng Zhou

2026-10-20

SolarRenderer: Few-Step Generative Reference Rendering

Guian Fang, Shengju Qian, Dongyue Lu, Junchao Huang, Lutao Jiang, Xin Wang, Yiren Song, Li Jiang, Mike Zheng Shou

2026-10-20

GBClaw: An agentic AI framework for atomistic grain boundary research and mechanistic discovery

Yazhuo Liu, Kunqing Ding, Xiaoguo Gong, Zifeng Wang, Yichen Yang, Yifeng Che, Wen Chen, Josh Kacher, Olivier Pierron, Shigenobu Ogata, Ting Zhu

2026-10-20

Learning Adaptable Dexterous Skills via Hybrid Dexterous Mimicking

Yuxuan Kuang, Jiashun Wang, Yixuan Sun, Yufei Ye, Sungjae Park, Umar Iqbal, Katerina Fragkiadaki, Shubham Tulsiani

2026-10-20

UniWALM: Unified World Action Language Model for Embodied Robot Control

Rahul Sajnani, Diego Romeres, Mingyuan Zhang, Kai Gao, Carl Qi, Baichuan Huang, Srinath Sridhar, Dylan Randle, Lillian J. Ratliff, Jose Barreiros, Manikantan Nambi, Jeroen Vanbaar

2026-10-20

PsycheMME: A Psychology-Informed Benchmark for Social Understanding and Interaction in Videos

Heran Hu, Yuhang Dong, Zhucun Xue, Kaiwei Chen, Yong Liu, Jiangning Zhang

2026-10-20

Industrial ReMEmbR: Scaling Spatiotemporal Memory to Robot Fleets

Jad Yammine, Malek Wahidi, Abrar Anwar, Yan Chang, Mihir Acharya, Anthony Rizk

2026-10-20

Planning under Noise with Neural Operators

Michael Chen, Hong Chul Nam, Xi Deng, Anima Anandkumar

2026-10-20

MindView: Benchmarking Generative Multi-View Spatial Intelligence

Yanbo Wang, Siqi Luo, Siyu Zhang, Chenming Zhu, Wenzhao Zheng, Qian Yu, Juncheng Yan, Bin Fu, Tai Wang, Yu Qiao, Yihao Liu, Jiwen Lu

2026-10-20

Adaptive Multi-Token Prediction: How far should we go?

Emile Anand, Mohammed Rehan Parwani, Xinyuan Cao

2026-10-20

Efficient Edge-aware Attention Network for Graph Generation

Vincent Jung, Alba Carballo-Castro, Yiming Qin, Lonneke van der Plas, Pascal Frossard

2026-10-20

NarraSpace: Multimodal Scene-Grounded Evidence for Picture-Description Dementia Classification

Qingming Li, Ruiyan Sun, Satoshi Nakamura

2026-10-20

TAPDreamer: Transferable Adversarial Patches for World Action Models

Xuanyu Lu, Fengqing Jiang, Kaiyuan Zheng, Yichen Feng, Yaorui Ding, Yuetai Li, Zhen Xiang, Bhaskar Ramasubramanian, Basel Alomair, Luyao Niu, Radha Poovendran

2026-10-20

KoalaGS: Complexity-Aware Continuous Level of Detail for Gaussian Splatting

Radu Beche, Raoul de Charette

2026-10-20

Variational Graph Neural Networks for Uncertainty Quantification in Inverse Problems

David Gonzalez, Alba Muixi, Beatriz Moya, Elias Cueto

2026-10-20

Semantic Observability for Autonomous Systems Diagnostics

Jitendra Solanki, Anand Todkar, Ziran Min

2026-10-20

On the Monitorability of Natural Language Autoencoders: Identification vs Discrimination

Kevin Yandoka Denamganaï

2026-10-20

Benchmarking Arabic Dialects for Math Problems

Noor Abo Mokh, Teresa Lynn, Nizar Habash, Ahmed Elshabrawy, Sara Alhajeri, Alaa Elsetohy, Preslav Nakov, Alham Fikri Aji

2026-10-20

Value-Rich, Differently Organized: Measuring Value Expression and Organization in AI-Generated Debates

Maoyuan Li, Haoyuan Li, Zhongsheng Wang, Jiamou Liu

2026-10-20

Covariance-Aware Transformers for Quadratic Programming and Decision Making

Kutay Tire, Yufan Zhang, Ege Onur Taga, Samet Oymak

2026-10-20

Turning TS2Vec into a Foundation Model for Time Series Classification

Vasilii Feofanov, Zhenghan Tai, Andrei Ermakov, Irina Rish

2026-10-20

Evolving Agent Interfaces

Saaket Agashe, Yuzhe Yang, Gonzalo Gonzalez-Pumariega, Bhuvan Chandra Koduru, Chih-Lun Li, Jiachen Yang, Ang Li, Xin Eric Wang

2026-10-20

Neural Implicit Energy Optimization for LiDAR Mapping

Hrishikesh Viswanath, Md Ashiqur Rahman, Chi Lin, Damon Conover, Aniket Bera

2026-10-20

Gaokerena: A Small Persian Medical Language Model Family

Mehrdad Ghassabi, Hamidreza Baradaran Kashani, Pedram Rostami, Sadra Hakim, Zahra Kazemi, Amirhossein Poursina, Milad Tavakoli, Audrina Ebrahimi

2026-10-20

What Do RTL Repair Benchmarks Actually Measure?

Yeyin Eva Zhu, Rishabh Ranawat

2026-10-20

Learning the 4D World through Point Trajectory Forecasting

Byungwoo Jeon, Sunghwan Hong, Dohyeon Kim, Jonghoon Lee, Jungwoo Park, Inhee Lee, Doosan Baek, Jinil Kim, Taehyun Lim, Hanbyul Joo, Marc Pollefeys, Saining Xie, Jinwoo Shin

2026-10-20

Sharp spectral norm concentration and regularization of sparse random tensors

Zhixin Zhou, Yizhe Zhu

2026-10-20

PaPi: Parallel Picard-Duhamel Integration for Fast Neuro-Spectral Architectures

Arthur Bizzi, Márcio Marques, Kleyton Da Costa, Vitor Balestro, Tiago Novello, João M. Pereira, Daniel Yukimura

2026-10-20

WildMAE: Structure-Aware Masked Autoencoding for Wildlife Image Reconstruction

Yicheng Zhang, Yujie Jin, Ke Zhang, Jiaxin Wu

2026-10-20

reinforcement learning

SWEAR: Section-Wise Efficient Audio Reasoning via Self-Rated Difficulty

Yixuan Li, Minghao Lv, Xuenan Xu, Zihao Zheng, Mengyue Wu

2026-10-09

Boosting Transferable Adversarial Attacks against Deep Reinforcement Learning

Zexin Li, Ruili Yao, Yiming Zeng, Xiaoxue Gao

2026-10-07

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

Thinking Outside the Box: Can Language Models Rely on External Guidance Selectively?

Minghan Wang, Boyuan Wang, Jinhang Zuo, Yuxin Tao, Fang Kong

2026-10-08

Many Ways to Succeed: Diversity-Driven RL Fine-Tuning for VLA Generalization

Haoru Li, Jinmei Liu, Zhiyong Wang, Xiaoming Li, Zhenhong Sun, Daoyi Dong, Chunlin Chen, Zhi Wang

2026-10-07

Information Gain-based Rollout Policy Optimization: An Adaptive Tree-Structured Rollout Approach for Multi-Turn Search Agents

Yijun Zhang, Fan Xu, Jiaxin Ding, Yule Xie, Xin Ding, Haoxiang Zhang

2026-10-07

RollVerify: Bridging Efficiency and Accuracy in Long-Tail Rollout Reinforcement Learning

Yongqiang Yao, Jinru Tan, Kaihuan Liang, Zixin Yin, Yazhe Niu, Ruihao Gong, Dahua Lin, Ningyi Xu

2026-10-07

A Scoping Review and Experimental Study on Reinforcement Learning from Human Feedback for Human-Robot Collaboration

Alexandra Coroiu, Andrea Vogt, Viktor Werbilo, Andreas Poppele, Johann Christensen, Sven Hallerbach

2026-10-07

FiRe: Fine-grained Multimodal Reasoning for Enhanced Image Generation

Yongjin Kim, Yoonjin Oh, Yerin Kim, Hyomin Kim, Jeeyoung Yun, Yujung Heo, Minjun Kim, Sungwoong Kim

2026-10-07

Deadline-Aware Multi-Agent Reinforcement Learning for TSN-Based Vehicular Edge Networks

Bernardo A. C. Pereira, Marcos Carvalho, Fatih Temiz, Shavbo Salehi, Melike Erol-Kantarci, Andreas Gavrielides, Johann M. Marquez-Barja, Daniel F. Macedo

2026-10-07

Training Advisors for LLM Agents from Task Outcomes

Sergei Polezhaev, Barys Liskavets, Ori Press, Alexander Golubev

2026-10-07

Self-Evolve With a Reference:Anchored Training of Tool-Integrated Agents

Wenjie Liao, Liangjie Zhao, Zehong Cao

2026-10-07

SkillForge: Co-Evolving Skills and Agents via Dynamic Skill Lifecycles

Yuyao Ge, Yiwei Wang, Yuchen He, Baolong Bi, Lingrui Mei, Jiayu Yao, Lizhe Chen, Shenghua Liu

2026-10-07

Chronocooked: A Benchmark for Interval Timing in Reinforcement Learning Agents

Amrapali Pednekar, Alvaro Garrido-Perez, Yara Khaluf, Pieter Simoens

2026-10-07

BoT-GRPO: Efficient Process-Reward RL for Reasoning via Bag-of-Token Aggregation

Yingxiang Yang, Weihang Xiao, Zhunxuan Wang, Joshua Flashner, Niresh Agarwal

2026-10-07

Beyond Policy Support: Interaction Constrained Offline Reinforcement Learning for Autonomous Driving

Mahmoud Selim, Cristina Cipriani, Karl Henrik Johansson

2026-10-07

Boundary-aware Reinforcement Learning for Hypercube State Spaces via Deterministic Policy Gradient

Lijun Bo, Yijie Huang, Chenhao Lu

2026-10-07

CERO: Where and When to Allocate Rollouts for RL Post-Training

Yiming Zong, Yige Wang, Xing Hu, Jiashuo Jiang, Zuo-Jun Max Shen

2026-10-07

SAPD: Step-Aligned Privileged Distillation

Tianle Wang, Jiayu Liu, Ruizhi Zhao, Ning Miao

2026-10-07

Brain alignment of reasoning and action representations from vision-language and action models during naturalistic gameplay

Subba Reddy Oota, Anant Khandelwal, Khushbu Pahwa, Satya Sai Srinath Namburi, Tanmoy Chakraborty, Bapi S. Raju, Manish Gupta

2026-10-07

COPC: Coupled Off-Policy Correction for Asynchronous LLM Reinforcement Learning

Zicheng Hu, Zhijian Zhou, Xuan Zhang, Yuchen Liu, Cheng Chen, Yuan Li, Qi Gu, Yan Feng, Hongyan Hao, Chao Qu

2026-10-07

Online Estimation of Dynamic Origin-Destination Matrices Using Reinforcement Learning with Link-Flow Propagation Guidance

Donggyu Min, Dong-Kyu Kim

2026-10-07

EvoSignal: LLM-Guided Evolutionary Design of Modular Traffic Signal Control Programs

Leizhen Wang, Peibo Duan, Zhenlin Qin, Yancheng Ling, Jian Xu, Yue Wang, Hao Wang, Zhenliang Ma

2026-10-07

It Is Not Seeing the Hazard: A Frozen Vision-Language Safety Score Measures Its Caption Bank

Samuel Tetteh, Cody Fleming

2026-10-07

Safe on Average, Unsafe in the Tail: When Is the Episodic-Cost Tail Controllable?

Samuel Tetteh, Cody Fleming

2026-10-07

MIMESIS: Learning User Simulators as Training Environments for Interactive Agents

Hoang Phan, Dat Huynh, Andrey Zhmoginov, Qi Zeng, Wancen Mu, Yue Cao, Shengjie Bi, Yun He, Changdae Oh, Deren Lei

2026-10-07

SpanVLA: Learning from Negative-Recovery Samples with Fast Action Bridging for Vision-Language-Action Model

Zewei Zhou, Ruining Yang, Xuewei Qi, Yiluan Guo, Sherry X. Chen, Tao Feng, Kateryna Pistunova, Yishan Shen, Lili Su, Jiaqi Ma

2026-10-07

TiTok: Audio-Visual LLM for Multi-Segment Temporal Grounding

Eunji Shin, Dahyun Choi, Seungyeon Jo, Yejin Hong, Jiyoung Lee

2026-10-07

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

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

BabelFake: A Multilingual Audio-Visual DeepFake Benchmark

Carlotta Segna, Joel Tschesche, Anna Rohrbach

2026-10-08

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

SWEAR: Section-Wise Efficient Audio Reasoning via Self-Rated Difficulty

Yixuan Li, Minghao Lv, Xuenan Xu, Zihao Zheng, Mengyue Wu

2026-10-09

LMSpell: Spell Correction with Pre-Trained Language Models

Akesh Gunathilake, Nadil Karunarathna, Tharusha Bandaranayake, Nisansa de Silva, Surangika Ranathunga, Nevidu Jayatilleke

2026-10-08

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

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

Sri Lanka Document Datasets: A Large-Scale, Multilingual Resource for Law, News, and Policy

Nuwan I. Senaratna

2026-10-12

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

Ziqing Yang, Anubhav Jangra, Smaranda Muresan

2026-10-13

Dialect-Robust Speech Language Models with Synthetic Pseudo-Dialect Augmentation

Shunsuke Mitsumori, Tomoya Mizumoto, Yusuke Fujita

2026-10-07

Representational Similarity Alignment of Figurative Language in Humans and Large Language Models

Samhita Bollepally, Aurora Sloman-Moll, Takashi Yamauchi, Neeka Motamedrasa

2026-10-11

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

Auditing VLM Benchmarks from Existing Evaluation Runs

Denis Degtiarev, Anna Gromova, Sergey Katkov, Artem Mikhailin, Safina Mukhamedshina, Albert Nasybullin, Karina Shaikhutdinova, Artem Tuzov

2026-10-09

Thinking Outside the Box: Can Language Models Rely on External Guidance Selectively?

Minghan Wang, Boyuan Wang, Jinhang Zuo, Yuxin Tao, Fang Kong

2026-10-08

Structural and Representational Agency in LLM-Driven Timbre Generation and Interpolation

Joseph Cameron, Alan Blackwell

2026-10-08

Simulating Training Spikes of Deep Neural Networks by Layer-wise Random Feature Models

Ran Tian, Courtney Paquette

2026-10-09

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

MSU Team at the Explainable Deepfake Detection Challenge 2026: Grounded Artifact Evidence for Deepfake Detection

Artem Filippov, Aleksandr Gushchin, Kirill Koltsov, Dmitriy Vatolin, Anastasia Antsiferova

2026-10-07

Many Ways to Succeed: Diversity-Driven RL Fine-Tuning for VLA Generalization

Haoru Li, Jinmei Liu, Zhiyong Wang, Xiaoming Li, Zhenhong Sun, Daoyi Dong, Chunlin Chen, Zhi Wang

2026-10-07

Purifying Backdoored Large Vision-Language Models by Removing Hijacked Directions

Bojun Yang, Haochen Zhou, Zhifang Zhang, Haobo Wang, Songze Li, Lei Feng

2026-10-07

Juno: Taming Predictive Latents for Vision-Language-Action Models

Yuchen Zhu, Chenyi Xu, Yulin Zhang, Gang Xu, Wentao Zhu

2026-10-07

Where Can a Decision Model Diagnose HVAC Faults? Reasoning Demand, Physical Representation, and Robustness Under Shift

Wooyoung Jung

2026-10-07

SALD: Self-Referenced Advantage Learning for Diffusion Models

Aryan Das, Surjo Dey, Koushik Biswas, Swalpa Kumar Roy, Moloud Abdar, Arnab Bhattacharya, Vinay Kumar Verma

2026-10-07

Inverting Multi-Vector Visual Document Indices

Zhuchenyang Liu, Yao Zhang, Yu Xiao

2026-10-07

Information Gain-based Rollout Policy Optimization: An Adaptive Tree-Structured Rollout Approach for Multi-Turn Search Agents

Yijun Zhang, Fan Xu, Jiaxin Ding, Yule Xie, Xin Ding, Haoxiang Zhang

2026-10-07

The Harness as the Only Mutable Surface: Compliance-Bounded Self-Evolution of LLM Agents in Credit Pipelines, with a Measured Admission Gate

Ravil Akhtyamov

2026-10-07

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