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

Seth Donahue, J. D. Peiffer, R. Tyler Richardson, Yishan Zhong, Shaun Q. Y. Tan, Benoit Marteau, Stephanie R. Russo, May D. Wang, R. James Cotton, Ross Chafetz

2026-02-13

Privacy-Preserving Federated Learning with Verifiable Fairness Guarantees

Mohammed Himayath Ali, Mohammed Aqib Abdullah, Syed Muneer Hussain, Mohammed Mudassir Uddin, Shahnawaz Alam

2026-02-13

tLoRA: Efficient Multi-LoRA Training with Elastic Shared Super-Models

Kevin Li, Dibyadeep Saha, Avni Kanodia, Fan Lai

2026-02-13

Solving Conic Programs over Sparse Graphs using a Variational Quantum Approach: The Case of the Optimal Power Flow

Thinh Viet Le, Mark M. Wilde, Vassilis Kekatos

2026-02-13

Learning functional components of PDEs from data using neural networks

Torkel E. Loman, Yurij Salmaniw, Antonio Leon Villares, Jose A. Carrillo, Ruth E. Baker

2026-02-13

LongStream: Long-Sequence Streaming Autoregressive Visual Geometry

Chong Cheng, Xianda Chen, Tao Xie, Wei Yin, Weiqiang Ren, Qian Zhang, Xiaoyuang Guo, Hao Wang

2026-02-13

MissionHD: Hyperdimensional Refinement of Distribution-Deficient Reasoning Graphs for Video Anomaly Detection

Sanggeon Yun, Raheeb Hassan, Ryozo Masukawa, Nathaniel D. Bastian, Mohsen Imani

2026-02-13

Operator Learning for Families of Finite-State Mean-Field Games

William Hofgard, Asaf Cohen, Mathieu Laurière

2026-02-13

Realistic Face Reconstruction from Facial Embeddings via Diffusion Models

Dong Han, Yong Li, Joachim Denzler

2026-02-13

Optimal Take-off under Fuzzy Clearances

Hugo Henry, Arthur Tsai, Kelly Cohen

2026-02-13

Asynchronous Verified Semantic Caching for Tiered LLM Architectures

Asmit Kumar Singh, Haozhe Wang, Laxmi Naga Santosh Attaluri, Tak Chiam, Weihua Zhu

2026-02-13

Learnable Chernoff Baselines for Inference-Time Alignment

Sunil Madhow, Yuchen Liang, Ness Shroff, Yingbin Liang, Yu-Xiang Wang

2026-02-13

In-Context Autonomous Network Incident Response: An End-to-End Large Language Model Agent Approach

Yiran Gao, Kim Hammar, Tao Li

2026-02-13

Choose Your Agent: Tradeoffs in Adopting AI Advisors, Coaches, and Delegates in Multi-Party Negotiation

Kehang Zhu, Nithum Thain, Vivian Tsai, James Wexler, Crystal Qian

2026-02-13

Learning to Approximate Uniform Facility Location via Graph Neural Networks

Chendi Qian, Christopher Morris, Stefanie Jegelka, Christian Sohler

2026-02-13

Quantization-Robust LLM Unlearning via Low-Rank Adaptation

João Vitor Boer Abitante, Joana Meneguzzo Pasquali, Luan Fonseca Garcia, Ewerton de Oliveira, Thomas da Silva Paula, Rodrigo C. Barros, Lucas S. Kupssinskü

2026-02-13

Rule-Based Spatial Mixture-of-Experts U-Net for Explainable Edge Detection

Bharadwaj Dogga, Kaaustaaub Shankar, Gibin Raju, Wilhelm Louw, Kelly Cohen

2026-02-13

Generating Physical Dynamics under Priors

Zihan Zhou, Xiaoxue Wang, Tianshu Yu

2026-02-13

FlashSchNet: Fast and Accurate Coarse-Grained Neural Network Molecular Dynamics

Pingzhi Li, Hongxuan Li, Zirui Liu, Xingcheng Lin, Tianlong Chen

2026-02-13

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

FORLER: Federated Offline Reinforcement Learning with Q-Ensemble and Actor Rectification

Nan Qiao, Sheng Yue

2026-02-02

Bandwidth-Efficient Multi-Agent Communication through Information Bottleneck and Vector Quantization

Ahmad Farooq, Kamran Iqbal

2026-02-02

Do I Really Know? Learning Factual Self-Verification for Hallucination Reduction

Enes Altinisik, Masoomali Fatehkia, Fatih Deniz, Nadir Durrani, Majd Hawasly, Mohammad Raza, Husrev Taha Sencar

2026-02-02

Your Latent Reasoning is Secretly Policy Improvement Operator

Arip Asadulaev, Rayan Banerjee, Fakhri Karray, Martin Takac

2026-02-02

Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies

Yuqiao Tan, Minzheng Wang, Shizhu He, Huanxuan Liao, Chengfeng Zhao, Qiunan Lu, Tian Liang, Jun Zhao, Kang Liu

2026-02-02

Performative Policy Gradient: Optimality in Performative Reinforcement Learning

Debabrota Basu, Udvas Das, Brahim Driss, Uddalak Mukherjee

2026-02-02

Small Generalizable Prompt Predictive Models Can Steer Efficient RL Post-Training of Large Reasoning Models

Yun Qu, Qi Wang, Yixiu Mao, Heming Zou, Yuhang Jiang, Weijie Liu, Clive Bai, Kai Yang, Yangkun Chen, Saiyong Yang, Xiangyang Ji

2026-02-02

Zero-Shot Off-Policy Learning

Arip Asadulaev, Maksim Bobrin, Salem Lahlou, Dmitry Dylov, Fakhri Karray, Martin Takac

2026-02-02

Extending RLVR to Open-Ended Tasks via Verifiable Multiple-Choice Reformulation

Mengyu Zhang, Siyu Ding, Weichong Yin, Yu Sun

2026-02-02

VLM-Guided Experience Replay

Elad Sharony, Tom Jurgenson, Orr Krupnik, Dotan Di Castro, Shie Mannor

2026-02-02

Reusing Trajectories in Policy Gradients Enables Fast Convergence

Alessandro Montenegro, Federico Mansutti, Marco Mussi, Matteo Papini, Alberto Maria Metelli

2026-02-02

Proxy Target: Bridging the Gap Between Discrete Spiking Neural Networks and Continuous Control

Zijie Xu, Tong Bu, Zecheng Hao, Jianhao Ding, Zhaofei Yu

2026-02-02

PretrainRL: Alleviating Factuality Hallucination of Large Language Models at the Beginning

Langming Liu, Kangtao Lv, Haibin Chen, Weidong Zhang, Yejing Wang, Shilei Liu, Xin Tong, Yujin Yuan, Yongwei Wang, Wenbo Su, Bo Zheng

2026-02-02

MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards

Zhiyu Shen, Ziming Wu, Fuming Lai, Shaobing Lian, Yanghui Rao

2026-02-02

Designing Time Series Experiments in A/B Testing with Transformer Reinforcement Learning

Xiangkun Wu, Qianglin Wen, Yingying Zhang, Hongtu Zhu, Ting Li, Chengchun Shi

2026-02-02

Frictional Q-Learning

Hyunwoo Kim, Hyo Kyung Lee

2026-02-02

Reinforcement Learning for Durable Algorithmic Recourse

Marina Ceccon, Alessandro Fabris, Goran Radanović, Asia J. Biega, Gian Antonio Susto

2026-02-02

Beyond Precision: Training-Inference Mismatch is an Optimization Problem and Simple LR Scheduling Fixes It

Yaxiang Zhang, Yingru Li, Jiacai Liu, Jiawei Xu, Ziniu Li, Qian Liu, Haoyuan Li

2026-02-02

Glance and Focus Reinforcement for Pan-cancer Screening

Linshan Wu, Jiaxin Zhuang, Hao Chen

2026-02-02

Grad2Reward: From Sparse Judgment to Dense Rewards for Improving Open-Ended LLM Reasoning

Zheng Zhang, Ao Lu, Yuanhao Zeng, Ziwei Shan, Jinjin Guo, Lufei Li, Yexin Li, Kan Ren

2026-02-02

Position: Beyond Model-Centric Prediction -- Agentic Time Series Forecasting

Mingyue Cheng, Xiaoyu Tao, Qi Liu, Ze Guo, Enhong Chen

2026-02-02

MagicFuse: Single Image Fusion for Visual and Semantic Reinforcement

Hao Zhang, Yanping Zha, Zizhuo Li, Meiqi Gong, Jiayi Ma

2026-02-02

Adversarial Reward Auditing for Active Detection and Mitigation of Reward Hacking

Mohammad Beigi, Ming Jin, Junshan Zhang, Qifan Wang, Lifu Huang

2026-02-02

Restoring Exploration after Post-Training: Latent Exploration Decoding for Large Reasoning Models

Wenhui Tan, Fiorenzo Parascandolo, Enver Sangineto, Jianzhong Ju, Zhenbo Luo, Qian Cao, Rita Cucchiara, Ruihua Song, Jian Luan

2026-02-02

Beyond Mode Elicitation: Diversity-Preserving Reinforcement Learning via Latent Diffusion Reasoner

Haoqiang Kang, Yizhe Zhang, Nikki Lijing Kuang, Yi-An Ma, Lianhui Qin

2026-02-02

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

Optimal Formats for Weight Quantisation

Douglas Orr, Luka Ribar, Carlo Luschi

2026-02-13

Aspect-Based Sentiment Analysis for Future Tourism Experiences: A BERT-MoE Framework for Persian User Reviews

Hamidreza Kazemi Taskooh, Taha Zare Harofte

2026-02-13

Foundations and Evaluations in NLP

Jungyeul Park

2026-02-13

Targeted Syntactic Evaluation of Language Models on Georgian Case Alignment

Daniel Gallagher, Gerhard Heyer

2026-02-13

Exploring AI-Augmented Sensemaking of Patient-Generated Health Data: A Mixed-Method Study with Healthcare Professionals in Cardiac Risk Reduction

Pavithren V S Pakianathan, Rania Islambouli, Diogo Branco, Albrecht Schmidt, Tiago Guerreiro, Jan David Smeddinck

2026-02-13

TRACE: Temporal Reasoning via Agentic Context Evolution for Streaming Electronic Health Records (EHRs)

Zhan Qu, Michael Färber

2026-02-13

SciClaimEval: Cross-modal Claim Verification in Scientific Papers

Xanh Ho, Yun-Ang Wu, Sunisth Kumar, Tian Cheng Xia, Florian Boudin, Andre Greiner-Petter, Akiko Aizawa

2026-02-13

GRAIL: Geometry-Aware Retrieval-Augmented Inference with LLMs over Hyperbolic Representations of Patient Trajectories

Zhan Qu, Michael Färber

2026-02-13

WISE: A Multimodal Search Engine for Visual Scenes, Audio, Objects, Faces, Speech, and Metadata

Prasanna Sridhar, Horace Lee, David M. S. Pinto, Andrew Zisserman, Abhishek Dutta

2026-02-13

AIWizards at MULTIPRIDE: A Hierarchical Approach to Slur Reclamation Detection

Luca Tedeschini, Matteo Fasulo

2026-02-13

Left-right asymmetry in predicting brain activity from LLMs' representations emerges with their formal linguistic competence

Laurent Bonnasse-Gahot, Christophe Pallier

2026-02-13

RAT-Bench: A Comprehensive Benchmark for Text Anonymization

Nataša Krčo, Zexi Yao, Matthieu Meeus, Yves-Alexandre de Montjoye

2026-02-13

WideSeek-R1: Exploring Width Scaling for Broad Information Seeking via Multi-Agent Reinforcement Learning

Zelai Xu, Zhexuan Xu, Ruize Zhang, Chunyang Zhu, Shi Yu, Weilin Liu, Quanlu Zhang, Wenbo Ding, Chao Yu, Yu Wang

2026-02-13

Thinking Like a Radiologist: A Dataset for Anatomy-Guided Interleaved Vision Language Reasoning in Chest X-ray Interpretation

Yichen Zhao, Zelin Peng, Piao Yang, Xiaokang Yang, Wei Shen

2026-02-13

Measure-to-measure interpolation using Transformers

Borjan Geshkovski, Philippe Rigollet, Domènec Ruiz-Balet

2026-02-13

Closing the Loop: A Control-Theoretic Framework for Provably Stable Time Series Forecasting with LLMs

Xingyu Zhang, Hanyun Du, Zeen Song, Jianqi Zhang, Changwen Zheng, Wenwen Qiang

2026-02-13

MLLM-CTBench: A Benchmark for Continual Instruction Tuning with Reasoning Process Diagnosis

Haiyun Guo, Zhiyan Hou, Yandu Sun, Jinghan He, Yu Chen, Yuzhe Zhou, Yuheng Jia, Jinqiao Wang, Tat-Seng Chua

2026-02-13

X-SYS: A Reference Architecture for Interactive Explanation Systems

Tobias Labarta, Nhi Hoang, Maximilian Dreyer, Jim Berend, Oleg Hein, Jackie Ma, Wojciech Samek, Sebastian Lapuschkin

2026-02-13

Lamer-SSL: Layer-aware Mixture of LoRA Experts for Continual Multilingual Expansion of Self-supervised Models without Forgetting

Jing Xu, Minglin Wu, Xueyuan Chen, Xixin Wu, Helen Meng

2026-02-13

Finetuning Large Language Models for Automated Depression Screening in Nigerian Pidgin English: GENSCORE Pilot Study

Isaac Iyinoluwa Olufadewa, Miracle Ayomikun Adesina, Ezekiel Ayodeji Oladejo, Uthman Babatunde Usman, Owen Kolade Adeniyi, Matthew Tolulope Olawoyin

2026-02-13

Investigating Redundancy in Multimodal Large Language Models with Multiple Vision Encoders

Yizhou Wang, Song Mao, Yang Chen, Yufan Shen, Yinqiao Yan, Pinlong Cai, Ding Wang, Guohang Yan, Zhi Yu, Xuming Hu, Botian Shi

2026-02-13

Layer-wise Swapping for Generalizable Multilingual Safety

Hyunseo Shin, Wonseok Hwang

2026-02-13

ADEPT: RL-Aligned Agentic Decoding of Emotion via Evidence Probing Tools -- From Consensus Learning to Ambiguity-Driven Emotion Reasoning

Esther Sun, Bo-Hao Su, Abinay Reddy Naini, Shinji Watanabe, Carlos Busso

2026-02-13

Provable Training Data Identification for Large Language Models

Zhenlong Liu, Hao Zeng, Weiran Huang, Hongxin Wei

2026-02-13

RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation

Jane Luo, Xin Zhang, Steven Liu, Jie Wu, Jianfeng Liu, Yiming Huang, Yangyu Huang, Chengyu Yin, Ying Xin, Yuefeng Zhan, Hao Sun, Qi Chen, Scarlett Li, Mao Yang

2026-02-13

ReFilter: Improving Robustness of Retrieval-Augmented Generation via Gated Filter

Yixin Chen, Ying Xiong, Shangyu Wu, Xiangrui Ke, Nan Guan, Chun Jason Xue

2026-02-13

The Mediomatix Corpus: Parallel Data for Romansh Language Varieties via Comparable Schoolbooks

Zachary Hopton, Jannis Vamvas, Andrin Büchler, Anna Rutkiewicz, Rico Cathomas, Rico Sennrich

2026-02-13

ToolACE-MT: Non-Autoregressive Generation for Agentic Multi-Turn Interaction

Xingshan Zeng, Weiwen Liu, Lingzhi Wang, Liangyou Li, Fei Mi, Yasheng Wang, Lifeng Shang, Xin Jiang, Qun Liu

2026-02-13

Amortized Reasoning Tree Search: Decoupling Proposal and Decision in Large Language Models

Zesheng Hong, Jiadong Yu, Hui Pan

2026-02-13

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