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

Sohyeon Kim, Yoonho Lee, Bo Liu, Dayoon Ko, Rulin Shao, Seungone Kim, Graham Neubig, Pang Wei Koh, Aakanksha Chowdhery, Akari Asai, Omar Khattab, Yejin Choi, Gunhee Kim, Chelsea Finn

2026-10-01

SILSA: Sliding-Window Slice Latents for Topology-Preserving High-Resolution 3D Generation

Tianjiao Yu, Xinzhuo Li, Yifan Shen, Ying Shen, Kiet A. Nguyen, Adheesh Sunil Juvekar, Ismini Lourentzou

2026-10-01

VISTA: A Visual Harness for Reasoning in an Interactive World

Qiushi Han, Keya Hu, Linlu Qiu, Cathy Wu, Kaiming He

2026-10-01

TACO: Ternary Absolute-max Column-wise One-sparse Optimizer for LLM Fine-Tuning

Jichao Jiang, Cristian McGee, El Houcine Bergou, Hanqin Cai, Aritra Dutta

2026-10-01

FERPO: Forward Entropy-Regularized Policy Optimization

Sebastian Sanokowski, Alireza Sarmadi, Majid Khadiv

2026-10-01

HiPhy: Hierarchical Alignment for Physically-Plausible Multi-Principle Video Generation

Tahira Kazimi, Shubhankar Borse, Munawar Hayat, Fatih Porikli, Pinar Yanardag

2026-10-01

InterEvolve: Test-Time Evolution of Reward Programs for Humanoid Loco-Manipulation

Zhuo Lin, Sirui Xu, Liuyu Bian, Yu-Xiong Wang, Liang-Yan Gui

2026-10-01

Cost-augmented Schrödinger bridges on graphs are exactly solvable: a Feynman-Kac tilt replaces learned control

Akshay Balsubramani

2026-10-01

Hierarchical Continuous Diffusion Language Models

Hui Ren, Zihan Li, Chang Liu, Huidong Liu, Alexander Schwing

2026-10-01

The Missing Primitive: Diagnosing and Repairing Mathematical Reasoning in Large Language Models

Shuo Xing, Zilin Dai, Chengyuan Qian, Fangzhou Lin, Wenjing Chen, Ping He, Pan Lu, Alvaro Velasquez, Mohit Bansal, Zhengzhong Tu

2026-10-01

DynamicVLA: A Vision-Language-Action Model for Dynamic Object Manipulation

Haozhe Xie, Beichen Wen, Jiarui Zheng, Zhaoxi Chen, Fangzhou Hong, Haiwen Diao, Ziwei Liu

2026-10-01

Trust the Direction, Search the Step: Zero-and-First-Order Methods for LLM Fine-Tuning

Cristian McGee, El Houcine Bergou, Aritra Dutta

2026-10-01

Generative modeling of intrinsically disordered protein regions by reinforcing sparse autoencoder features

Jason X. Liu, Sebastian Ibarraran, Frank Hu, Soojung Yang, Xinyu A. Feng, Abigail Park, Anagha Aneesh, Lacramioara Bintu, Alexander R. Dunn, Grant M. Rotskoff

2026-10-01

DMAD: Distribution Matching as Adversarial Distillation for Fast Visual Generation

Zhengming Yu, Junkun Yuan, Haotian Yang, Gordon Guocheng Qian, Yizhi Wang, Angtian Wang, Yiding Yang, Bo Liu, Xin Li, Wenping Wang, Chongyang Ma

2026-10-01

Detecting Multi-Agent Collusion Through Multi-Agent Interpretability

Aaron Rose, Carissa Cullen, Sahar Abdelnabi, Philip Torr, Brandon Gary Kaplowitz, Christian Schroeder de Witt

2026-10-01

Higher-Order Molecular Grammars for Generative and Foundation Models in Chemistry

Yiming Huang, Yujie Zeng, Vijay Prakash Dwivedi, Simone Foti, Jianmin Wang, Jure Leskovec, Tolga Birdal

2026-10-01

Decoding Looped Transformers Better for (Almost) Free

Weihao Liu, Huangjie Zheng, Tianrong Chen, Rohit Dilip, Richard He Bai, Yizhu Jiao, Yuyang Wang, Ruixiang Zhang

2026-10-01

Unifying Distributional Training for One-Step Visual Generation

Chi Zhang, Shi Haoyang, Yueyi Liu, Ruichuan An, Junkang Zhou, Chang Li, Xiuyuan Lu, Yichi Zhang, Bo Wang, Yuhang Wu, Sen Cui, Miao Liu

2026-10-01

SoftServe: A Scalable Quasi-Newton Method for Deep Learning

Joohwan Ko, Tetiana Parshakova, Diana Cai, Robert M. Gower

2026-10-01

OmniSeek: Native Tool Integration for Multi-turn Audio-Visual Reasoning

Haibo Wang, Jiteng Mu, Jialu Li, Jingru Yi, Yuanjun Xiong, Jianming Zhang, Lifu Huang, Mingze Xu

2026-10-01

Generative Cinematographer: Composing Camera and Object Motion in 3D

Jiahan Zhang, Chaohao Yang, Namitha Guruprasad, Vivekjyoti Banerjee, Trong-Tung Nguyen, Alan Yuille, Anand Bhattad

2026-10-01

SWE-chat: Coding Agent Interactions From Real Users in the Wild

Joachim Baumann, Vishakh Padmakumar, Xiang Li, John Yang, Diyi Yang, Sanmi Koyejo

2026-10-01

reinforcement learning

Spiking Neural Network Actor-Critic Proximal Policy Optimization Control for Autonomous UAV Navigation Through Constrained Openings in Civil Infrastructure and Buildings

Francis Noah Walugembe, Maciej Wielgosz, Tomaž Goričan, Matej Mertik

2026-09-20

Uncertainty-Aware Selection of Online Algorithms with Simulator Ensembles

Yongyi Guo, Zifan Xu, Ziping Xu, Kelly W. Zhang

2026-09-26

SLMFix: Leveraging Small Language Models for Domain Specific Language Error Fixing with Reinforcement Learning

David Jiahao Fu, Aryan Gupta, Aaron Councilman, Yu-Xiong Wang, Vikram Adve

2026-09-25

Learning to Stop without Learning to Stop: Self-Supervised Confidence Training Improves Reasoning Efficiency

Parsa Hosseini, Akasha Tigalappanavara, Sumit Nawathe, Chenrui Fan, Sourya Basu, Genta Indra Winata, Anirban Das, Soheil Feizi, Nima Chitsazan

2026-09-25

Critic Architecture Matters: Dual vs. Unified Critics for Humanoid Loco-Manipulation

Mehmet Turan Yardımcı

2026-09-25

StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction

Xiangyuan Xue, Yifan Zhou, Zidong Wang, Shengji Tang, Philip Torr, Wanli Ouyang, Lei Bai, Zhenfei Yin

2026-09-25

HySTAR: Anchored Hypergraphs for Stable Credit Assignment in Cooperative Multi-Agent Reinforcement Learning

Xinglong Luo, Yuding Zhang, Yuheng Kuang, Shuxuan Yuan, Zhenni Zeng, Weiqiang Zhu, Zhenhai Ji, Zhengning Wang

2026-09-25

AV-GRPO: Modality-Anchored Decoupling Diffusion Reinforcement Learning for Joint Audio-Video Generation

Zhiyu Xu, Weilong Yan, Yufei Shi, Shiyang Li, Yihao Liu, Kin-Man Lam, Yuewen Cao

2026-09-25

Genetic Algorithms with Optimization Guided Operators

Anna Brandenberger, Ilan Doron-Arad, Elchanan Mossel

2026-09-25

Topology-Driven Anti-Entanglement Control for Soft Robots

Haoyang Le, Shengxuan Wang, Mohan Chen, Shuo Feng

2026-09-25

CODESKILL: Learning Self-Evolving Skills for Coding Agents

Yanzhou Li, Yiran Zhang, Xiaoyu Zhang, Xiaoxia Liu, Yang Liu

2026-09-25

G2MAF: Test-Time Gradient Guidance for Multi-Agent Flow Policies

Guowei Zou, Haitao Wang, Guoxin Wang, Zhiquan Chen, Beiwen Zhang, Guojie Wang, Hejun Wu

2026-09-25

Q-Probe: Scaling Image Quality Assessment to High Resolution via Context-Aware Agentic Probing

Xiang Li, Xueheng Li, Yu Wang, Xuanhua He, Zhangchi Hu, Chengjun Xie

2026-09-25

MA-WAM: Multi-Agent World-Action Model for Test-Time Planning

Guowei Zou, Haitao Wang, Guoxin Wang, Beiwen Zhang, Zhiquan Chen, Guojie Wang, Hejun Wu

2026-09-25

Agentic Limit Order Books: Phase Transitions and Market Impact

Jan Rosenzweig

2026-09-25

Stepwise Intrinsic Rewards for Reasoning in Large Language Models

Xiangwei Wang, Wei Wang, Ken Chen, Nanduni Nimalsiri, Sachith Seneviratne, Saman Halgamuge

2026-09-25

JevAdvBench: A Benchmark and Black-Box Attacks for Reinforcement Learning for Calibrated Decisions Models

Jianyi Hu, Hangtao Zhang, Yi Liu, Yeqi Zeng, Li Zeng, Xianlong Wang, Rui Wang, Leo Yu Zhang

2026-09-25

Provably Safe Sim-to-Real Transfer

Tingting Ni, Maryam Kamgarpour

2026-09-25

Thinking with Cameras: Active Visual Reasoning via Dynamic Viewpoint Control for Surveillance Video Understanding

Xiao Zhang, Wang Zeng, Sheng Jin, Wentao Liu, Chen Qian, Shichao Kan

2026-09-25

Monitor Jailbreaking: Evading Chain-of-Thought Monitoring Without Encoded Reasoning

Julian Schulz

2026-09-25

Reward-Decomposed Reinforcement Learning for Immersive Video Role-Playing

Miao Wang, Yuling Shi, Yijiang Li, Yeheng Chen, Xiaodong Gu, Bin Li, Bo Gao, Jun Wang, Zengxin Han, Jingtong Wu, Yaduan Ruan

2026-09-25

Up and Down the Abstraction Ladder: Code-Based Skills for Language Agents

Bartłomiej Cupiał, Jens Tuyls, Maciej Wołczyk, Davide Paglieri, Martin Klissarov, Benjamin Eysenbach, Piotr Miłoś, Karthik R. Narasimhan

2026-09-25

Modeling quantum neural network gradient with reinforcement learning

Nhan Trong Luu, Duong Trung Luu, Nam Ngoc Pham, Thang Cong Truong

2026-09-25

Precision at Speed: Sample-Efficient Online Model-Based Reinforcement Learning for Hydraulic Excavator Control

Claudio Canales, Fang Nan, Marco Hutter, Javier Ruiz-del-Solar

2026-09-25

Robust Successor Features

Erik Nikulski, Yamen Habib, Vicenç Gomez, Anders Jonsson, Rubén Moreno-Bote, Javier Segovia-Aguas

2026-09-25

Lifted Bellman Linear Programming for Offline Reinforcement Learning

Hyukjun Yang, Jongchan Park, Narim Jeong, Donghwan Lee

2026-09-25

MVVBench: Benchmarking 4D Reasoning in Vision-Language Models

Hyungjin Chung, Byeongjun Park, Joonseok Lee, Hojun Kim, Jaeho Choi, Byung-Hoon Kim

2026-09-25

PORL: Pretrained Offline Reinforcement Learning for the Job Shop Scheduling Problem

Mateo Toro Diz, Jonathan Hoss, Noah Klarmann

2026-09-25

ToolSearcher: Optimizing Tool Selection at Scale via Reinforcement Learning

Zhenlong Dai, Xujie Song, Zitong Wang, Tong Niu, Jian liu, Weiqiang Wang, Xiu Tang, Sai Wu, Chang Yao, Jingyuan Chen

2026-09-25

Reflective Policy Optimization

Yaozhong Gan, Renye Yan, Zhe Wu, Junliang Xing

2026-09-21

language

TransBERT: A Framework for Synthetic Translation in Domain-Specific Language Modeling

Julien Knafou, Luc Mottin, Anaïs Mottaz, Alexandre Flament, Patrick Ruch

2026-09-23

Think Multilingual, Not Harder: A Data-Efficient Framework for Teaching Reasoning Models to Code-Switch

Eleanor M. Lin, David Jurgens

2026-09-28

Capability Self-Assessment in Large Language Models

Haoyan Yang, Reza Shirkavand, Yukai Jin, Jiawei Zhou, Shangqian Gao, Heng Huang

2026-09-26

Bridging Generative and Discriminative Noisy-Label Learning via Direction-Agnostic EM Formulation

Fengbei Liu, Chong Wang, Yuanhong Chen, Yuyuan Liu, Gustavo Carneiro

2026-09-26

Routing Drift Alone Does Not Diagnose Failure in Merged MoE LLMs

Yuanyi Wang, Yanggan Gu, Su Lu, Guanghao Zhu, Pengkai Wang, Yifan Yang, Congkai Xie, Zhaoyi Yan, Jianmin Wu, Hongxia Yang

2026-09-26

Learning Shuffle Ideals with Membership Queries and Contrastive Examples

S. Mahmoud Mousawi, Pierluigi San Pietro, Sandra Zilles

2026-09-26

Right Answer, Wrong Reason: Accuracy, Consistency, and Consensus Are Misleading Indicators of LLM Faithfulness in Clinical Decision Support

Bharath Kumar Bolla, Bharath Kumar Bolla, Vishnu Surya Reddy Nandi

2026-09-26

Re-derivability Decides What a Staged Agent Pipeline Recovers After an Upstream Fault

Tianqi Bu, YuXuan Peng, Junteng Tu, Henghui Xiao

2026-09-26

EffiPair: Improving the Efficiency of LLM-generated Code with Differential Execution Feedback

Samira Hajizadeh, Suman Jana

2026-09-26

USAI-Quant: A Quantitative Reasoning Benchmark for Vision-Language Models in Built Environments

Dongdong Wang, Qingqi Song, Yuzhou Chen, Deepak Balakrishnan, Ravi Shankar Srinivasan, Shenhao Wang

2026-09-26

IndicParam: Benchmark to evaluate LLMs on low-resource Indic Languages

Ayush Maheshwari, Kaushal Sharma, Vivek Patel, Aditya Maheshwari

2026-09-26

Mind the Spike: Mechanisms and Brittleness of Visual Massive Activations in Large Vision-Language Models

Jonas Ngnawé, Yann Pequignot, Sabyasachi Sahoo, Christian Gagné, Frédéric Precioso, Sanmi Koyejo

2026-09-26

Decision-Sufficient State Representations: Measuring and Reducing Write-Time Regret

Bingyu Shen, Boyang Li

2026-09-26

Finding Emotions Where They Belong: Rethinking Audio Emotion Recognition through Masked Temporal Affective Grounding

Abdelrahman Mohamed, Lars Kai Hansen, Zheng-Hua Tan

2026-09-26

Nutri-ATLAS: Embodied Agent for Tabulated Lookup and Assistance for Smarter nutrition

Uttej Kallakuri, Boxun Hu, Ankur A. Butala, Najim Dehak, Tinoosh Mohsenin

2026-09-26

When Can First-Order Models of Fine-Tuning Bound Forgetting?

Jianchang Su, Wei Zhang

2026-09-26

Fusing Perceptual Vision Experts with Multimodal LLMs for Explainable Plant Disease Diagnosis: From Benchmark Imagery to Real-World Robotic Field Validation

Ranjan Sapkota, Konstantinos I. Roumeliotis, Pengyao Xie, Nikolaos D. Tselikas, Lirong Xiang, Manoj Karkee

2026-09-26

Knowledge-Based Zero-Replay Debugging of Multi-Agent LLM Traces

Hyeonjeong Cha, Daein Weon, Dong Ho Kang

2026-09-26

In RAG We Trust? Measuring Robustness of Retrieval-Augmented Generation Under Post-Retrieval Context Tampering

Iliano Fasolino

2026-09-26

AgentHabit: Characterizing Distinct Behaviors of Agents on Everyday Tasks

Woojung Song, Hoyeol Yang, Jeonghoon Shim, Sungjib Lim, Jonggeun Lee, Yunho Choi, Yohan Jo

2026-09-26

Understanding and Exploiting Anisotropy in Post-Training

Samyak Jha, Harshvardhan Saini, Yizhen Liao, Yiming Tang, Dianbo Liu

2026-09-26

$T^5$: Twin-Critic Training for Token-Level Thoughts in Reinforcement Mid-Training

Nan Qiao, Yebin Yang, Weinong Wang, Shuning Wang, Shangpin Peng, Fengyuan Lu, Xinming Wang, Zhehan Kan, Ruixu Zhang, Songyang Zhang, Sheng Yue, Yonglong Tian, Ju Ren

2026-09-26

A Data-free Universal Prior over Syntactic Structures

Fermín Moscoso del Prado Martín

2026-09-26

Getting Motif-ated: Controllable AI Compositions from Injected Motif Prompts

Chao Peter Yang, Cynthia Rudin, Yue Jiang, Simon Mak, Stephen Ni-Hahn

2026-09-26

CLAIRE: A Schema-Grounded Hybrid Workflow for Healthcare Administrative Form Completion

Garapati Keerthana, Manik Gupta

2026-09-26

CT-OPD: Counterfactual Trace On-Policy Distillation for Diffusion Vision-Language Models

Long Qian, Bingke Zhu, Jiaqi Wei, Yu Li, Yingying Chen, Jinqiao Wang