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

Chance-Constrained Personalized LLM Routing with Online Preference Learning

Ameya Anjarlekar, Rasoul Etesami, R Srikant

2026-10-15

Do LLMs Act on What They Know? From Partner Representations to Cooperative Actions

Yuhwan Jeong, Jinnyeong Yang, Kuk-Jin Yoon

2026-10-06

Conversation Is a Two-Body Problem: Dyadic Evaluation of Full-Duplex Dialogue Models

Sungnyun Kim, Sungwoo Cho, Jihwan Oh, Se-Young Yun

2026-10-06

Attention from Above: A Multimodal Model for Drone-Based Object Localization

Hyun-Ki Jung

2026-10-06

Inductive Claims Extraction at Scale

Sandrine Chausson, Björn Ross

2026-10-06

Beyond Waypoint Regression: Query-Based Cost Learning over Reachable Ego Futures for End-to-End Driving

Ahmed Abouelazm, Rupert Polley, Qingyuan Zhang, Yin Wu, Philip Schörner, Carl Esselborn, J. Marius Zöllner

2026-10-06

KadiAssistant: A conversational AI Agent for information retrieval in Kadi4Mat

Adrian Cierpka, Mohammad Shafiqul Islam, Johannes Steinhülb, Eric Dietriche Sesso Domtchoueng, Michael Selzer, Arnd Koeppe

2026-10-06

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

Text-to-Image Generative Modeling Without Language Pretraining

Keshigeyan Chandrasegaran, Yue Zhao, Armin W. Thomas, Ehsan Adeli, Jiajun Wu, Juan Carlos Niebles, Li Fei-Fei, Michael Poli

2026-10-19

OpenVLHarness: Real World Visual Agentic Tool-Use with Multimodal Memory

Yu Zhou, Cheng-Fu Yang, Rui Sun, Di Wu, Sibo Peng, Mingyang Zhang, Zhen Yang, Ruiyi Zhang, Nanyun Peng, Zhe Gan, Kai-Wei Chang

2026-10-19

Can It Actually Work? Synthesizing Functional CAD Mechanisms

Wenqian Zhang, Yangyi Huang, Zigeng Xu, Weiyang Liu, Zhen Liu

2026-10-19

Reinforcement Learning with Visually Attributable On-Policy Self-Distillation

Shiao Xie, Siyu Chen, Jianwei Lv, Xiandong Li, Yujin Wang

2026-10-19

VideoMaMa++: Temporally Consistent Video Matting via Preserve-and-Refine Token

Sangbeom Lim, Seoung Wug Oh, Heeji Yoon, Seungryong Kim, Joon-Young Lee

2026-10-19

Ropedia W0: Scaling Loco-Manipulation World Models across Embodiments with Human Experience

Tianqi Liu, Hanfei Zhao, Qifeng Liang, Hui En Pang, Jiarui Xu, Sayang Mu, Penghao Qiu, YingSheng Zhang, Jun Wang, Ziang Cao, Mingze Sun, Yukang Cao, Fangzhou Hong, Zhaoxi Chen, Ziwei Liu

2026-10-19

InfiniDream: Open-Ended Photorealistic 3D Worlds Through Procedural Generation

Yi-Chuan Huang, Hao-Jen Chien, Zheng-Hui Huang, Yu-Lun Liu, Kaipeng Zhang, Zhixiang Wang

2026-10-19

CoopUQ: Robust Multi-Robot Social Navigation via Uncertainty-Aware Cooperative Forecasting

Zehao Wang, Jianpeng Yao, Yuping Wang, Yiping Li, Jiaqi Li, Zhixu Li, Kanghoon Lee, Jinfeng Wang, Cong Liu, Zhaowei Tan, Jinkyoo Park, Jiachen Li

2026-10-19

Manga2Animate: An Agentic Framework for Faithful Manga Animation with Script and Storyboard Planning

Sheng-Wei Zhang, Hsi-An Chen, Yan-Ting Liou, Chih-Hsuan Chen, Shih-Chen Tseng, Yu-Lun Liu

2026-10-19

GenOlympiad: Benchmarking Frontier Image Models at Their Capability Boundaries

Xi Hu, Martin Bell, Liang Zheng

2026-10-19

Where is Physical RSI capability from? An Observational Scaling Law of LLM-as-policy

Zekai Li, Jiayi Yu, Jinlu Zhang, Luyang Niu, Zekun Qi, Jun Zheng, Xuchuan Chen, Dairu Liu, Yintianrun Zhang, He Wang, Li Yi

2026-10-19

WeAct: Dynamic Weight Switching as Agent Actions

Rui Shi, Xunjian Yin, Jiacheng Sang, Zichuan Liu, Shuyan Zhou

2026-10-19

Train An Imaginative Agent

Jiaxin Ge, Junyi Zhang, Tianning Chai, Hanjun Yoo, Chenyang Wang, Xiuyu Li, Weijia Shi, XuDong Wang, Sewon Min, Luke Zettlemoyer, Trevor Darrell, Haiwen Feng

2026-10-19

AnyGoal: On World Model Generalization Beyond Expert Rollouts

Heejeong Nam, Divyat Mahajan, Quentin Le Lidec, Randall Balestriero, David Klindt

2026-10-19

How Well Do Vision-Language Models Understand Movies?

Emmanouil Zaranis, António Farinhas, Saul Santos, Beatriz Canaverde, Miguel Moura Ramos, Aditya K Surikuchi, André Viveiros, Baohao Liao, Elena Bueno-Benito, Nithin Sivakumaran, Pavlo Vasylenko, Shoubin Yu, Sonal Sannigrahi, Wafaa Mohammed, Ben Peters, Danae Sánchez Villegas, Elias Stengel-Eskin, Giuseppe Attanasio, Jaehong Yoon, Stella Frank, Alessandro Suglia, Chrysoula Zerva, Desmond Elliott, Mariella Dimiccoli, Mohit Bansal, Oswald Lanz, Raffaella Bernardi, Raquel Fernández, Sandro Pezzelle, Vlad Niculae, André F. T. Martins

2026-10-19

PACE: Geometry-Aware Bridge Transport for Single-Cell Trajectory Inference

Chenglei Yu, Chuanrui Wang, Bangyan Liao, Tailin Wu

2026-10-19

LatComm: Reusable Context Compression for Latent Communication between Large Language Models

Huawei Lin, Jinting Liu, Tan Yu, Weijie Zhao

2026-10-19

Newton-Based Methods for Bilevel Optimization Beyond Lower-Level Strong Convexity

Youran Dong, Junfeng Yang, Wei Yao, Jin Zhang

2026-10-19

Let the Batch Decide, On- or Off-Policy: Effective Sample Size for RL Post-Training

Rasool Fakoor, Murdock Aubry, Nicholas Stranges, Alexander J. Smola

2026-10-19

SpecKCast: Spectral Kalman Forecasting for Diffusion Acceleration

Javad Rajabi, Hakki Can Karaimer, David B. Lindell, Babak Taati, Michael S. Brown

2026-10-19

Same Simulation, Different Evidence: Where Retrieved Tool Output Costs LLM Agents Accuracy

Ke Zhang, Sahchit Chundur, Jerry Peprah Owusu, Mohammad Javad Abdolhosseini Qomi, Maziar Raissi

2026-10-19

Kronecker Delta Rule for Long Context Linear Attention

Anamaria-Roberta Hartl, Levente Zólyomi, Michael List, Günter Klambauer, Sebastian Böck, Sepp Hochreiter

2026-10-19

Supervised Learning with Quantum Hamiltonian Embeddings

Riccardo Molteni, Minjun Jeon, Paolo Braccia, Abhinav Deshpande, Vedran Dunjko, Liang Jiang, Su-un Lee, Swarnadeep Majumder, Javier Robledo Moreno, Parthasarathy Suryanarayanan, Kunal Sharma

2026-10-19

Vision-language models see more about agriculture than they report, and test-time scaling remains bounded by parametric knowledge

Earl Ranario, Jared Smith, Lars Lundqvist, Urmil Jatin Chandarana, Bharath Sridhar, J Mason Earles

2026-10-19

Competing Learning in Hybrid Architectures

Xingyu Shen, Yingfa Chen, Ziqing Qiao, Chaojun Xiao, Xu Han, Zhiyuan Liu

2026-10-19

ProteinGeoBench: Frontier Structural-Biology Agents Are Fluent at Lookup but Lost in Geometry

Matt Turk, Brandon L. Neel, Diana M. Lopez, Zachary D. Smith, Grace N. Johnecheck, James B. Golden

2026-10-19

Agent World Model in the Wild: Computer-Use Agent Environment Synthesis

Zhaoyang Wang, Qianhui Wu, Haorui Wang, Simon Yu, Baolin Peng, Canwen Xu, Hao Cheng, Wenlin Yao, Boyi Liu, Yite Wang, Jianfeng Gao, Huaxiu Yao

2026-10-19

ICON decomposition: Multivariate concept auditing reveals shortcuts that neural networks rely on

Roshan Prakash Rane, Marco Simnacher, Manuel Pfeuffer, Marc-Andre Schulz, Nys Tjade Siegel, Maximilian Dreyer, Frederik Pahde, Wojciech Samek, Sonja Greven, Kerstin Ritter

2026-10-19

KEEP-Bench: Evaluating Evidence Preservation in Context Compression

Ziqing Man, Di Wu, Jia-Chen Gu, Junyi Zhang, Kai-Wei Chang, Nanyun Peng

2026-10-19

RefCraft: Benchmarking Visual-Reference-Conditioned Agentic Generation through Web Development

Yuchi Wang, Rongyao Fang, Weihao Yu, Xilin Wei, Tiancheng Gu, Dingkang Yang, Hang Zhang, Dayiheng Liu, Hongsheng Li, Shuai Bai

2026-10-19

reinforcement learning

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

Energy-Aware Path Following: Comparative Analysis of Reinforcement Learning and NMPC for Electric Vehicles

Mohamed Sabaa, Mostafa Emam

2026-10-06

Enhancing Diffusion Language Models with Autoregressive Post-Training Weights

Yiming Qin, Ke Wang, Amel Abdelraheem, Adam Hazimeh, Pascal Frossard

2026-10-06

Self-Retrospection Distillation: Turning Post-hoc Experiences into Prior Foresight

Haoxiang Zhang, Qinglin Chen, Hiroaki Hayashi, Zhuofeng Li, Siming Zhang, Jiaxin Zhang, Jixuan Chen, Fang Wu, Pan Lu, Silvio Savarese, Julian McAuley, Chien-Sheng Wu

2026-10-06

PhysTacGen: Physics-Aware Visual-Tactile Sensor Image Generation

Guo Tang, Yongtao Wang

2026-10-06

RIPE++: Reinforced Keypoint Learning from Positive Pairs Only

Johannes Künzel, Peter Eisert, Anna Hilsmann

2026-10-06

Can Agents Work for Everyone? Cross-User Reliability for Mobile GUI Agents in Personalized User Interfaces

Yeji Park, Jaeyun Shim, Taesik Gong

2026-10-06

Revisiting Numerical Forecasting Models for Language-Based Trajectory Prediction

JunGyu Lee, Inhwan Bae, Hae-Gon Jeon

2026-10-06

SIGMA: Self-Improving Alignment Generalization from a Model Spec

Jingyu Zhang, Shruti Palaskar, Daniel Khashabi, Benjamin Van Durme, Leon A. Gatys, Joseph Yitan Cheng

2026-10-06

Revisiting Temporal Regularization for Smooth Control in Deep Reinforcement Learning

SungJae Ahn, Jeong Woon Lee, Kyoleen Kwak, Hyoseok Hwang

2026-10-06

Unsupervised Long-Tailed Adaptation of Vision-Language Models

Keliang Chen, Yaxin Hou, Hui Liu, Yuheng Jia

2026-10-06

Variance-Averse $n$-Step Offline Reinforcement Learning for Sparse Long-Horizon Environments

Guhyeon Kang, Minhae Kwon

2026-10-06

FC-SWE: Failure-Conditioned RL for Long-Horizon Software Engineering Agents

Jia Liufu, Bin Hu, Linglin Jing, Terry Kong, Yuki Huang, Ashwath Aithal, Wenming Yang, Jun Yang

2026-10-06

Where Do Test-Time Scaling and Training Fall Short in Individual Stance Prediction?

Yuyang Zhao, Xuan Liu, HaoYang Shang, Haojian Jin

2026-10-06

Self-Referenced Social Preferences: Cooperation without Observing Others Rewards

Mohamed Ayman Mohamed, Harshil Kotamreddy, Marcos Menon Jose

2026-10-06

MLToolBench: Learning Tool-Augmented Agents for Machine Learning Development

Xin Yu, Lizhu Zhang, Jiamu Bai, Yanhong Wu, Zellux Wang, Serena Li, Weiwei Li, Lingzhou Xue, Xiangjun Fan, Bo Peng

2026-10-06

Common-Mode Errors Limit Low-Timestep Deep Spiking Q-Networks

Zijie Xu, Bingrui Guo, Yiding Sun, Yiting Dong, Zhile Yang, Zhaofei Yu

2026-10-06

SimToolReal: An Object-Centric Policy for Zero-Shot Dexterous Tool Manipulation

Kushal Kedia, Tyler Ga Wei Lum, Jeannette Bohg, C. Karen Liu

2026-10-06

Honesty over Accuracy: Trustworthy Language Models through Reinforced Hesitation

Mohamad Amin Mohamadi, Tianhao Wang, Zhiyuan Li

2026-10-06

Does Scaling Reinforcement Learning Really Require More Training?

Bangji Yang, Jiajun Fan, Hongbo Ma, Ruihan Guo, Ge Liu

2026-10-06

TRACE: Rollout-Guided Quantization-Aware Training for FP4 Reinforcement Learning of MoE Language Models

Xin Wang, Hao Yu, Zhengyang Zhuge, Bochao Mao, Zheng Li, Junda Feng, Yuyan Luo, Yi Zhang, Yizhong Cao, Mi Zhang, Dayiheng Liu, Jianwei Zhang

2026-10-06

Learning to Retrieve via Reinforcement Learning in Embedding Space

Qi Liu, Fengming Liang, Yiqun Chen, Erhan Zhang, Jiaxin Mao

2026-10-06

SanSi: A Looped Typed Decision Model for System 1.5 Thinking

Shuyu Gan, Young-Jun Lee, Dongyeop Kang

2026-10-06

FedGuide: Diffusion Prior Alignment and Value Baseline Guidance for Heterogeneous Federated Reinforcement Learning

Zhilin He, Gauri Joshi

2026-10-06

When to Plan: Learning to Select Between Reactive Control and Deliberative Planning

Adam Labiosa, Josiah P. Hanna

2026-10-06

Independent Multi-Agent Reinforcement Learning with Counterfactual Semantic-Social World Models

Fernando Martinez, Tao Li, Yingdong Lu, Juntao Chen

2026-10-06

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

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

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

2026-10-09

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

SpliTEE: Fast and Private LLM Inference by Coupling GPU-Assisted Trusted Execution Environments with Differential Privacy

Shashie Dilhara Batan Arachchige, Robin Carpentier, Hassan Jameel Asghar, Dali Kaafar

2026-10-06

VLA-ACL: Action-Consistent Visual Token Pruning for Efficient Vision-Language-Action Models

Owen Du, Yang Yue, Jie Zhang, Jiaqi Pi, Chi Bene Chen, Gao Huang

2026-10-06

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

Joseph Cameron, Alan Blackwell

2026-10-08

Inductive Claims Extraction at Scale

Sandrine Chausson, Björn Ross

2026-10-06

KadiAssistant: A conversational AI Agent for information retrieval in Kadi4Mat

Adrian Cierpka, Mohammad Shafiqul Islam, Johannes Steinhülb, Eric Dietriche Sesso Domtchoueng, Michael Selzer, Arnd Koeppe

2026-10-06

Enhancing Diffusion Language Models with Autoregressive Post-Training Weights

Yiming Qin, Ke Wang, Amel Abdelraheem, Adam Hazimeh, Pascal Frossard

2026-10-06

ChartBmkAgent: Harness-Governed Multi-Agent Construction of Chart QA Benchmarks from Sparse Error-Taxonomy Specifications

Langxi Huang, Pingping Zhang, Lanyun Zhu, Chunyang Jiang, Jiawei Shao, Haocheng Yuan, Peilin Chen

2026-10-06

Natural Language Questions as an Interface for Knowledge Graphs: QRAKEN Graph Distillation and Semantic Self-Healing

Remo Grillo, Lukas Klic, Giovanni Colavizza

2026-10-06

Explainable Rule Mining of IPv6 Extension-Header Presence Patterns from Paired-Vantage Captures

Priyanka Sinha, Nikolaos Kekatos, Stylianos Basagiannis, Antonio Anastasio Bruto da Costa, Alexios Lekidis, Pabitra Mitra, Tom Nianios, Elpiniki Papageorgiou

2026-10-06

A Safe Action Is Not Enough: Feasible-Future Decoding for Vision-Language-Action Policies

Tu Nguyen, Matthieu Zimmer, Vu Anh Vu, Ziyi Wang, Jannik Hammel Nielsen, Xuebing Zhou, Haitham Bou Ammar

2026-10-06

Benchmarking the Personalization Capabilities of Large Language Models

Ashutosh Srivastava, Siddharth Yedlapati, Vinay Aggarwal, Yaman Kumar Singla, Shashwat Dixit, Jitendra Ajmera, Balaji Krishnamurthy

2026-10-06

POLAR: Ontology-Guided Risk Prevention for Tool-Calling LLM Agents

Yunju Kang, Seonghyeon Cho, Irene Li, Yeo-Chan Yoon, Chanjun Park

2026-10-06

FedCoT: Communication-Efficient Federated Reasoning Enhancement for Large Language Models

Chuan Li, Qianyi Zhao, Fengran Mo, Cen Chen