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

Leon Liangyu Chen, Haoyu Ma, Zhipeng Fan, Ziqi Huang, Animesh Sinha, Xiaoliang Dai, Jialiang Wang, Zecheng He, Jianwei Yang, Chunyuan Li, Junzhe Sun, Chu Wang, Serena Yeung-Levy, Felix Juefei-Xu

2026-02-12

AttentionRetriever: Attention Layers are Secretly Long Document Retrievers

David Jiahao Fu, Lam Thanh Do, Jiayu Li, Kevin Chen-Chuan Chang

2026-02-12

Agentic Test-Time Scaling for WebAgents

Nicholas Lee, Lutfi Eren Erdogan, Chris Joseph John, Surya Krishnapillai, Michael W. Mahoney, Kurt Keutzer, Amir Gholami

2026-02-12

On-Policy Context Distillation for Language Models

Tianzhu Ye, Li Dong, Xun Wu, Shaohan Huang, Furu Wei

2026-02-12

Function-Space Decoupled Diffusion for Forward and Inverse Modeling in Carbon Capture and Storage

Xin Ju, Jiachen Yao, Anima Anandkumar, Sally M. Benson, Gege Wen

2026-02-12

Learning to Control: The iUzawa-Net for Nonsmooth Optimal Control of Linear PDEs

Yongcun Song, Xiaoming Yuan, Hangrui Yue, Tianyou Zeng

2026-02-12

MonarchRT: Efficient Attention for Real-Time Video Generation

Krish Agarwal, Zhuoming Chen, Cheng Luo, Yongqi Chen, Haizhong Zheng, Xun Huang, Atri Rudra, Beidi Chen

2026-02-12

Decoupled Diffusion Sampling for Inverse Problems on Function Spaces

Thomas Y. L. Lin, Jiachen Yao, Lufang Chiang, Julius Berner, Anima Anandkumar

2026-02-12

Creative Ownership in the Age of AI

Annie Liang, Jay Lu

2026-02-12

CM2: Reinforcement Learning with Checklist Rewards for Multi-Turn and Multi-Step Agentic Tool Use

Zhen Zhang, Kaiqiang Song, Xun Wang, Yebowen Hu, Weixiang Yan, Chenyang Zhao, Henry Peng Zou, Haoyun Deng, Sathish Reddy Indurthi, Shujian Liu, Simin Ma, Xiaoyang Wang, Xin Eric Wang, Song Wang

2026-02-12

Self-Supervised Learning via Flow-Guided Neural Operator on Time-Series Data

Duy Nguyen, Jiachen Yao, Jiayun Wang, Julius Berner, Animashree Anandkumar

2026-02-12

T3D: Few-Step Diffusion Language Models via Trajectory Self-Distillation with Direct Discriminative Optimization

Tunyu Zhang, Xinxi Zhang, Ligong Han, Haizhou Shi, Xiaoxiao He, Zhuowei Li, Hao Wang, Kai Xu, Akash Srivastava, Hao Wang, Vladimir Pavlovic, Dimitris N. Metaxas

2026-02-12

Think like a Scientist: Physics-guided LLM Agent for Equation Discovery

Jianke Yang, Ohm Venkatachalam, Mohammad Kianezhad, Sharvaree Vadgama, Rose Yu

2026-02-12

Privacy Risks in Time Series Forecasting: User- and Record-Level Membership Inference

Nicolas Johansson, Tobias Olsson, Daniel Nilsson, Johan Östman, Fazeleh Hoseini

2026-02-12

Do language models accommodate their users? A study of linguistic convergence

Terra Blevins, Susanne Schmalwieser, Benjamin Roth

2026-02-12

On the implicit regularization of Langevin dynamics with projected noise

Govind Menon, Austin J. Stromme, Adrien Vacher

2026-02-12

Is Online Linear Optimization Sufficient for Strategic Robustness?

Yang Cai, Haipeng Luo, Chen-Yu Wei, Weiqiang Zheng

2026-02-12

EGG-SR: Embedding Symbolic Equivalence into Symbolic Regression via Equality Graph

Nan Jiang, Ziyi Wang, Yexiang Xue

2026-02-12

A technical curriculum on language-oriented artificial intelligence in translation and specialised communication

Ralph Krüger

2026-02-12

Community Concealment from Unsupervised Graph Learning-Based Clustering

Dalyapraz Manatova, Pablo Moriano, L. Jean Camp

2026-02-12

"Sorry, I Didn't Catch That": How Speech Models Miss What Matters Most

Kaitlyn Zhou, Martijn Bartelds, Federico Bianchi, James Zou

2026-02-12

ExtractBench: A Benchmark and Evaluation Methodology for Complex Structured Extraction

Nick Ferguson, Josh Pennington, Narek Beghian, Aravind Mohan, Douwe Kiela, Sheshansh Agrawal, Thien Hang Nguyen

2026-02-12

Intrinsic-Energy Joint Embedding Predictive Architectures Induce Quasimetric Spaces

Anthony Kobanda, Waris Radji

2026-02-12

Towards Autonomous Mathematics Research

Tony Feng, Trieu H. Trinh, Garrett Bingham, Dawsen Hwang, Yuri Chervonyi, Junehyuk Jung, Joonkyung Lee, Carlo Pagano, Sang-hyun Kim, Federico Pasqualotto, Sergei Gukov, Jonathan N. Lee, Junsu Kim, Kaiying Hou, Golnaz Ghiasi, Yi Tay, YaGuang Li, Chenkai Kuang, Yuan Liu, Hanzhao Lin, Evan Zheran Liu, Nigamaa Nayakanti, Xiaomeng Yang, Heng-Tze Cheng, Demis Hassabis, Koray Kavukcuoglu, Quoc V. Le, Thang Luong

2026-02-12

Moonshine v2: Ergodic Streaming Encoder ASR for Latency-Critical Speech Applications

Manjunath Kudlur, Evan King, James Wang, Pete Warden

2026-02-12

Hyperparameter Transfer with Mixture-of-Expert Layers

Tianze Jiang, Blake Bordelon, Cengiz Pehlevan, Boris Hanin

2026-02-12

Tiny is not small enough: High-quality, low-resource facial animation models through hybrid knowledge distillation

Zhen Han, Mattias Teye, Derek Yadgaroff, Judith Bütepage

2026-02-12

Olmix: A Framework for Data Mixing Throughout LM Development

Mayee F. Chen, Tyler Murray, David Heineman, Matt Jordan, Hannaneh Hajishirzi, Christopher Ré, Luca Soldaini, Kyle Lo

2026-02-12

reinforcement learning

DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing

Dianyi Wang, Ruihang Li, Feng Han, Chaofan Ma, Wei Song, Siyuan Wang, Yibin Wang, Yi Xin, Hongjian Liu, Zhixiong Zhang, Shengyuan Ding, Tianhang Wang, Zhenglin Cheng, Tao Lin, Cheng Jin, Kaicheng Yu, Jingjing Chen, Wenjie Wang, Zhongyu Wei, Jiaqi Wang

2026-02-12

Gaia2: Benchmarking LLM Agents on Dynamic and Asynchronous Environments

Romain Froger, Pierre Andrews, Matteo Bettini, Amar Budhiraja, Ricardo Silveira Cabral, Virginie Do, Emilien Garreau, Jean-Baptiste Gaya, Hugo Laurençon, Maxime Lecanu, Kunal Malkan, Dheeraj Mekala, Pierre Ménard, Gerard Moreno-Torres Bertran, Ulyana Piterbarg, Mikhail Plekhanov, Mathieu Rita, Andrey Rusakov, Vladislav Vorotilov, Mengjue Wang, Ian Yu, Amine Benhalloum, Grégoire Mialon, Thomas Scialom

2026-02-12

Mode-Dependent Rectification for Stable PPO Training

Mohamad Mohamad, Francesco Ponzio, Xavier Descombes

2026-02-05

Risk-Sensitive Exponential Actor Critic

Alonso Granados, Jason Pacheco

2026-02-06

RN-D: Discretized Categorical Actors with Regularized Networks for On-Policy Reinforcement Learning

Yuexin Bian, Jie Feng, Tao Wang, Yijiang Li, Sicun Gao, Yuanyuan Shi

2026-01-30

From Absolute to Relative: Rethinking Reward Shaping in Group-Based Reinforcement Learning

Wenzhe Niu, Wei He, Zongxia Xie, Jinpeng Ou, Huichuan Fan, Yuchen Ge, Yanru Sun, Ziyin Wang, Yizhao Sun, Chengshun Shi, Jiuchong Gao, Jinghua Hao, Renqing He

2026-01-30

Guided by Trajectories: Repairing and Rewarding Tool-Use Trajectories for Tool-Integrated Reasoning

Siyu Gong, Linan Yue, Weibo Gao, Fangzhou Yao, Shimin Di, Lei Feng, Min-Ling Zhang

2026-01-30

Mem-T: Densifying Rewards for Long-Horizon Memory Agents

Yanwei Yue, Guibin Zhang, Boci Peng, Xuanbo Fan, Jiaxin Guo, Qiankun Li, Yan Zhang

2026-01-30

Automatic Constraint Policy Optimization based on Continuous Constraint Interpolation Framework for Offline Reinforcement Learning

Xinchen Han, Qiuyang Fang, Hossam Afifi, Michel Marot

2026-01-30

Surrogate Signals from Format and Length: Reinforcement Learning for Solving Mathematical Problems without Ground Truth Answers

Rihui Xin, Han Liu, Zecheng Wang, Yupeng Zhang, Dianbo Sui, Xiaolin Hu, Bingning Wang

2026-01-30

Which Heads Matter for Reasoning? RL-Guided KV Cache Compression

Wenjie Du, Li Jiang, Keda Tao, Xue Liu, Huan Wang

2026-01-30

Mixed-Precision Training and Compilation for RRAM-based Computing-in-Memory Accelerators

Rebecca Pelke, Joel Klein, Jose Cubero-Cascante, Nils Bosbach, Jan Moritz Joseph, Rainer Leupers

2026-01-30

Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Ximing Lu, David Acuna, Jaehun Jung, Jian Hu, Di Zhang, Shizhe Diao, Yunheng Zou, Shaokun Zhang, Brandon Cui, Mingjie Liu, Hyunwoo Kim, Prithviraj Ammanabrolu, Jan Kautz, Yi Dong, Yejin Choi

2026-01-30

SAFER: Probing Safety in Reward Models with Sparse Autoencoder

Wei Shi, Ziyuan Xie, Sihang Li, Xiang Wang

2026-01-30

Agentic reinforcement learning empowers next-generation chemical language models for molecular design and synthesis

Hao Li, He Cao, Shenyao Peng, Zijing Liu, Bin Feng, Yu Wang, Zhiyuan Yan, Yonghong Tian, Yu Li, Li Yuan

2026-01-30

MTDrive: Multi-turn Interactive Reinforcement Learning for Autonomous Driving

Xidong Li, Mingyu Guo, Chenchao Xu, Bailin Li, Wenjing Zhu, Yangang Zou, Rui Chen, Zehuan Wang

2026-01-30

MulFeRL: Enhancing Reinforcement Learning with Verbal Feedback in a Multi-turn Loop

Xuancheng Li, Haitao Li, Yujia Zhou, YiqunLiu, Qingyao Ai

2026-01-30

Grounding Large Language Models in Interactive Environments with Online Reinforcement Learning

Thomas Carta, Clément Romac, Thomas Wolf, Sylvain Lamprier, Olivier Sigaud, Pierre-Yves Oudeyer

2026-01-30

PlatoLTL: Learning to Generalize Across Symbols in LTL Instructions for Multi-Task RL

Jacques Cloete, Mathias Jackermeier, Ioannis Havoutis, Alessandro Abate

2026-01-30

Reinforcement Learning-Based Co-Design and Operation of Chiller and Thermal Energy Storage for Cost-Optimal HVAC Systems

Tanay Raghunandan Srinivasa, Vivek Deulkar, Aviruch Bhatia, Vishal Garg

2026-01-30

Navigate the Unknown: Enhancing LLM Reasoning with Intrinsic Motivation Guided Exploration

Jingtong Gao, Ling Pan, Yejing Wang, Rui Zhong, Chi Lu, Maolin Wang, Qingpeng Cai, Peng Jiang, Xiangyu Zhao

2026-01-30

Degradation-Aware Frequency Regulation of a Heterogeneous Battery Fleet via Reinforcement Learning

Tanay Raghunandan Srinivasa, Vivek Deulkar, Jia Bhargava, Mohammad Hajiesmaili, Prashant Shenoy

2026-01-30

PPO in the Fisher-Rao geometry

Razvan-Andrei Lascu, David Šiška, Łukasz Szpruch

2026-01-30

Thompson Sampling via Fine-Tuning of LLMs

Nicolas Menet, Aleksandar Terzić, Michael Hersche, Andreas Krause, Abbas Rahimi

2026-01-30

TriPlay-RL: Tri-Role Self-Play Reinforcement Learning for LLM Safety Alignment

Zhewen Tan, Wenhan Yu, Jianfeng Si, Tongxin Liu, Kaiqi Guan, Huiyan Jin, Jiawen Tao, Xiaokun Yuan, Duohe Ma, Xiangzheng Zhang, Tong Yang, Lin Sun

2026-01-30

Offline Reinforcement Learning of High-Quality Behaviors Under Robust Style Alignment

Mathieu Petitbois, Rémy Portelas, Sylvain Lamprier

2026-01-30

CVeDRL: An Efficient Code Verifier via Difficulty-aware Reinforcement Learning

Ji Shi, Peiming Guo, Meishan Zhang, Miao Zhang, Xuebo Liu, Min Zhang, Weili Guan

2026-01-30

Clipping-Free Policy Optimization for Large Language Models

Ömer Veysel Çağatan, Barış Akgün, Gözde Gül Şahin, Xuandong Zhao

2026-01-30

Distributional value gradients for stochastic environments

Baptiste Debes, Tinne Tuytelaars

2026-01-30

Autodiscover: A reinforcement learning recommendation system for the cold-start imbalance challenge in active learning, powered by graph-aware thompson sampling

Parsa Vares

2026-02-04

language

AlgoVeri: An Aligned Benchmark for Verified Code Generation on Classical Algorithms

Haoyu Zhao, Ziran Yang, Jiawei Li, Deyuan He, Zenan Li, Chi Jin, Venugopal V. Veeravalli, Aarti Gupta, Sanjeev Arora

2026-02-10

Plug-and-Play Emotion Graphs for Compositional Prompting in Zero-Shot Speech Emotion Recognition

Jiacheng Shi, Hongfei Du, Y. Alicia Hong, Ye Gao

2026-02-03

From Absolute to Relative: Rethinking Reward Shaping in Group-Based Reinforcement Learning

Wenzhe Niu, Wei He, Zongxia Xie, Jinpeng Ou, Huichuan Fan, Yuchen Ge, Yanru Sun, Ziyin Wang, Yizhao Sun, Chengshun Shi, Jiuchong Gao, Jinghua Hao, Renqing He

2026-01-30

Tokenization Multiplicity Leads to Arbitrary Price Variation in LLM-as-a-service

Ivi Chatzi, Nina Corvelo Benz, Stratis Tsirtsis, Manuel Gomez-Rodriguez

2026-01-30

Uncovering Cross-Objective Interference in Multi-Objective Alignment

Yining Lu, Meng Jiang

2026-02-06

CATTO: Balancing Preferences and Confidence in Language Models

Nisarg Parikh, Kunjal Panchal, Ananya Sai, Pannaga Shivaswamy, Andrew Lan

2026-01-30

WiFiPenTester: Advancing Wireless Ethical Hacking with Governed GenAI

Haitham S. Al-Sinani, Chris J. Mitchell

2026-01-30

ARB-LLM: Alternating Refined Binarizations for Large Language Models

Zhiteng Li, Xianglong Yan, Tianao Zhang, Haotong Qin, Dong Xie, Jiang Tian, zhongchao shi, Linghe Kong, Yulun Zhang, Xiaokang Yang

2026-01-30

OrLog: Resolving Complex Queries with LLMs and Probabilistic Reasoning

Mohanna Hoveyda, Jelle Piepenbrock, Arjen P de Vries, Maarten de Rijke, Faegheh Hasibi

2026-01-30

Character as a Latent Variable in Large Language Models: A Mechanistic Account of Emergent Misalignment and Conditional Safety Failures

Yanghao Su, Wenbo Zhou, Tianwei Zhang, Qiu Han, Weiming Zhang, Nenghai Yu, Jie Zhang

2026-01-30

The Narrow Gate: Localized Image-Text Communication in Native Multimodal Models

Alessandro Pietro Serra, Francesco Ortu, Emanuele Panizon, Lucrezia Valeriani, Lorenzo Basile, Alessio Ansuini, Diego Doimo, Alberto Cazzaniga

2026-01-30

ATOD: An Evaluation Framework and Benchmark for Agentic Task-Oriented Dialogue Systems

Yifei Zhang, Hooshang Nayyeri, Rinat Khaziev, Emine Yilmaz, Gokhan Tur, Dilek Hakkani-Tür, Hari Thadakamalla

2026-01-30

Towards Explicit Acoustic Evidence Perception in Audio LLMs for Speech Deepfake Detection

Xiaoxuan Guo, Yuankun Xie, Haonan Cheng, Jiayi Zhou, Jian Liu, Hengyan Huang, Long Ye, Qin Zhang

2026-01-30

On the Impact of Code Comments for Automated Bug-Fixing: An Empirical Study

Antonio Vitale, Emanuela Guglielmi, Simone Scalabrino, Rocco Oliveto

2026-01-30

Online Vector Quantized Attention

Nick Alonso, Tomas Figliolia, Beren Millidge

2026-02-03

Large Language Model Agent for User-friendly Chemical Process Simulations

Jingkang Liang, Niklas Groll, Gürkan Sin

2026-01-30

From Abstract to Contextual: What LLMs Still Cannot Do in Mathematics

Bowen Cao, Dongdong Zhang, Yixia Li, Junpeng Liu, Shijue Huang, Chufan Shi, Hongyuan Lu, Yaokang Wu, Guanhua Chen, Wai Lam, Furu Wei

2026-01-30

Ravan: Multi-Head Low-Rank Adaptation for Federated Fine-Tuning

Arian Raje, Baris Askin, Divyansh Jhunjhunwala, Gauri Joshi

2026-01-30

One-shot Optimized Steering Vector for Hallucination Mitigation for VLMs

Youxu Shi, Suorong Yang, Dong Liu

2026-01-30

Guided by Trajectories: Repairing and Rewarding Tool-Use Trajectories for Tool-Integrated Reasoning

Siyu Gong, Linan Yue, Weibo Gao, Fangzhou Yao, Shimin Di, Lei Feng, Min-Ling Zhang

2026-01-30

Helios: A Foundational Language Model for Smart Energy Knowledge Reasoning and Application

Haoyu Jiang, Fanjie Zeng, Boan Qu, Xiaojie Lin, Wei Zhong

2026-01-30

DimABSA: Building Multilingual and Multidomain Datasets for Dimensional Aspect-Based Sentiment Analysis

Lung-Hao Lee, Liang-Chih Yu, Natalia Loukashevich, Ilseyar Alimova, Alexander Panchenko, Tzu-Mi Lin, Zhe-Yu Xu, Jian-Yu Zhou, Guangmin Zheng, Jin Wang, Sharanya Awasthi, Jonas Becker, Jan Philip Wahle, Terry Ruas, Shamsuddeen Hassan Muhammad, Saif M. Mohammed

2026-01-30

Diverse, not Short: A Length-Controlled Data Selection Strategy for Improving Response Diversity of Language Models

Vijeta Deshpande, Debasmita Ghose, John D. Patterson, Roger Beaty, Anna Rumshisky

2026-01-30

ChatInject: Abusing Chat Templates for Prompt Injection in LLM Agents

Hwan Chang, Yonghyun Jun, Hwanhee Lee

2026-01-30

Surrogate Signals from Format and Length: Reinforcement Learning for Solving Mathematical Problems without Ground Truth Answers

Rihui Xin, Han Liu, Zecheng Wang, Yupeng Zhang, Dianbo Sui, Xiaolin Hu, Bingning Wang

2026-01-30

InstructDiff: Domain-Adaptive Data Selection via Differential Entropy for Efficient LLM Fine-Tuning

Junyou Su, He Zhu, Xiao Luo, Liyu Zhang, Hong-Yu Zhou, Yun Chen, Peng Li, Yang Liu, Guanhua Chen