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

Alisa Vinogradova, Vlad Vinogradov, Luba Greenwood, Ilya Yasny, Dmitry Kobyzev, Shoman Kasbekar, Kong Nguyen, Dmitrii Radkevich, Roman Doronin, Andrey Doronichev

2026-02-16

Distributed Quantum Gaussian Processes for Multi-Agent Systems

Meet Gandhi, George P. Kontoudis

2026-02-16

Learning User Interests via Reasoning and Distillation for Cross-Domain News Recommendation

Mengdan Zhu, Yufan Zhao, Tao Di, Yulan Yan, Liang Zhao

2026-02-16

PDE foundation models are skillful AI weather emulators for the Martian atmosphere

Johannes Schmude, Sujit Roy, Liping Wang, Theodore van Kessel, Levente Klein, Marcus Freitag, Eloisa Bentivegna, Robert Manson-Sawko, Bjorn Lutjens, Manil Maskey, Campbell Watson, Rahul Ramachandran, Juan Bernabe-Moreno

2026-02-16

Boundary Point Jailbreaking of Black-Box LLMs

Xander Davies, Giorgi Giglemiani, Edmund Lau, Eric Winsor, Geoffrey Irving, Yarin Gal

2026-02-16

Orthogonalized Multimodal Contrastive Learning with Asymmetric Masking for Structured Representations

Carolin Cissee, Raneen Younis, Zahra Ahmadi

2026-02-16

Robust Multi-Objective Controlled Decoding of Large Language Models

Seongho Son, William Bankes, Sangwoong Yoon, Shyam Sundhar Ramesh, Xiaohang Tang, Ilija Bogunovic

2026-02-16

Use What You Know: Causal Foundation Models with Partial Graphs

Arik Reuter, Anish Dhir, Cristiana Diaconu, Jake Robertson, Ole Ossen, Frank Hutter, Adrian Weller, Mark van der Wilk, Bernhard Schölkopf

2026-02-16

Counterfactual Fairness Evaluation of LLM-Based Contact Center Agent Quality Assurance System

Kawin Mayilvaghanan, Siddhant Gupta, Ayush Kumar

2026-02-16

PhyScensis: Physics-Augmented LLM Agents for Complex Physical Scene Arrangement

Yian Wang, Han Yang, Minghao Guo, Xiaowen Qiu, Tsun-Hsuan Wang, Wojciech Matusik, Joshua B. Tenenbaum, Chuang Gan

2026-02-16

Additive Control Variates Dominate Self-Normalisation in Off-Policy Evaluation

Olivier Jeunen, Shashank Gupta

2026-02-16

iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering

Shuai Wang, Yinan Yu

2026-02-16

Fault Detection in Electrical Distribution System using Autoencoders

Sidharthenee Nayak, Victor Sam Moses Babu, Chandrashekhar Narayan Bhende, Pratyush Chakraborty, Mayukha Pal

2026-02-16

Variance-Reduced $(\varepsilon,δ)-$Unlearning using Forget Set Gradients

Martin Van Waerebeke, Marco Lorenzi, Kevin Scaman, El Mahdi El Mhamdi, Giovanni Neglia

2026-02-16

Zono-Conformal Prediction: Zonotope-Based Uncertainty Quantification for Regression and Classification Tasks

Laura Lützow, Michael Eichelbeck, Mykel J. Kochenderfer, Matthias Althoff

2026-02-16

Activation-Space Uncertainty Quantification for Pretrained Networks

Richard Bergna, Stefan Depeweg, Sergio Calvo-Ordoñez, Jonathan Plenk, Alvaro Cartea, Jose Miguel Hernández-Lobato

2026-02-16

Foundation Models in Autonomous Driving: A Survey on Scenario Generation and Scenario Analysis

Yuan Gao, Mattia Piccinini, Yuchen Zhang, Dingrui Wang, Korbinian Moller, Roberto Brusnicki, Baha Zarrouki, Alessio Gambi, Jan Frederik Totz, Kai Storms, Steven Peters, Andrea Stocco, Bassam Alrifaee, Marco Pavone, Johannes Betz

2026-02-16

Coverage Guarantees for Pseudo-Calibrated Conformal Prediction under Distribution Shift

Farbod Siahkali, Ashwin Verma, Vijay Gupta

2026-02-16

Position: Introspective Experience from Conversational Environments as a Path to Better Learning

Claudiu Cristian Musat, Jackson Tolins, Diego Antognini, Jingling Li, Martin Klissarov, Tom Duerig

2026-02-16

Efficient Analysis of the Distilled Neural Tangent Kernel

Jamie Mahowald, Brian Bell, Alex Ho, Michael Geyer

2026-02-17

Fresh Papers

UFO-4D: Unposed Feedforward 4D Reconstruction from Two Images

Junhwa Hur, Charles Herrmann, Songyou Peng, Philipp Henzler, Zeyu Ma, Todd Zickler, Deqing Sun

2026-02-27

Mode Seeking meets Mean Seeking for Fast Long Video Generation

Shengqu Cai, Weili Nie, Chao Liu, Julius Berner, Lvmin Zhang, Nanye Ma, Hansheng Chen, Maneesh Agrawala, Leonidas Guibas, Gordon Wetzstein, Arash Vahdat

2026-02-27

DARE-bench: Evaluating Modeling and Instruction Fidelity of LLMs in Data Science

Fan Shu, Yite Wang, Ruofan Wu, Boyi Liu, Zhewei Yao, Yuxiong He, Feng Yan

2026-02-27

Do LLMs Benefit From Their Own Words?

Jenny Y. Huang, Leshem Choshen, Ramon Astudillo, Tamara Broderick, Jacob Andreas

2026-02-27

CUDA Agent: Large-Scale Agentic RL for High-Performance CUDA Kernel Generation

Weinan Dai, Hanlin Wu, Qiying Yu, Huan-ang Gao, Jiahao Li, Chengquan Jiang, Weiqiang Lou, Yufan Song, Hongli Yu, Jiaze Chen, Wei-Ying Ma, Ya-Qin Zhang, Jingjing Liu, Mingxuan Wang, Xin Liu, Hao Zhou

2026-02-27

Taming Momentum: Rethinking Optimizer States Through Low-Rank Approximation

Zhengbo Wang, Jian Liang, Ran He, Zilei Wang, Tieniu Tan

2026-02-27

QKAN-LSTM: Quantum-inspired Kolmogorov-Arnold Long Short-term Memory

Yu-Chao Hsu, Jiun-Cheng Jiang, Chun-Hua Lin, Kuo-Chung Peng, Nan-Yow Chen, Samuel Yen-Chi Chen, En-Jui Kuo, Hsi-Sheng Goan

2026-02-27

Memory Caching: RNNs with Growing Memory

Ali Behrouz, Zeman Li, Yuan Deng, Peilin Zhong, Meisam Razaviyayn, Vahab Mirrokni

2026-02-27

Who Guards the Guardians? The Challenges of Evaluating Identifiability of Learned Representations

Shruti Joshi, Théo Saulus, Wieland Brendel, Philippe Brouillard, Dhanya Sridhar, Patrik Reizinger

2026-02-27

Resources for Automated Evaluation of Assistive RAG Systems that Help Readers with News Trustworthiness Assessment

Dake Zhang, Mark D. Smucker, Charles L. A. Clarke

2026-02-27

Vibe Researching as Wolf Coming: Can AI Agents with Skills Replace or Augment Social Scientists?

Yongjun Zhang

2026-02-27

Hierarchical Action Learning for Weakly-Supervised Action Segmentation

Junxian Huang, Ruichu Cai, Hao Zhu, Juntao Fang, Boyan Xu, Weilin Chen, Zijian Li, Shenghua Gao

2026-02-27

A Minimal Agent for Automated Theorem Proving

Borja Requena Pozo, Austin Letson, Krystian Nowakowski, Izan Beltran Ferreiro, Leopoldo Sarra

2026-02-27

Unsupervised Representation Learning for 3D Mesh Parameterization with Semantic and Visibility Objectives

AmirHossein Zamani, Bruno Roy, Arianna Rampini

2026-02-27

Efficient Discovery of Approximate Causal Abstractions via Neural Mechanism Sparsification

Amir Asiaee

2026-02-27

Compositional Generalization Requires Linear, Orthogonal Representations in Vision Embedding Models

Arnas Uselis, Andrea Dittadi, Seong Joon Oh

2026-02-27

Active Bipartite Ranking with Smooth Posterior Distributions

James Cheshire, Stephan Clémençon

2026-02-27

Knowledge-Guided Machine Learning: Illustrating the use of Explainable Boosting Machines to Identify Overshooting Tops in Satellite Imagery

Nathan Mitchell, Lander Ver Hoef, Imme Ebert-Uphoff, Kristina Moen, Kyle Hilburn, Yoonjin Lee, Emily J. King

2026-02-27

Coverage-Aware Web Crawling for Domain-Specific Supplier Discovery via a Web--Knowledge--Web Pipeline

Yijiashun Qi, Yijiazhen Qi, Tanmay Wagh

2026-02-27

FaultXformer: A Transformer-Encoder Based Fault Classification and Location Identification model in PMU-Integrated Active Electrical Distribution System

Kriti Thakur, Alivelu Manga Parimi, Mayukha Pal

2026-02-27

LiteReality: Graphics-Ready 3D Scene Reconstruction from RGB-D Scans

Zhening Huang, Xiaoyang Wu, Fangcheng Zhong, Hengshuang Zhao, Matthias Nießner, Joan Lasenby

2026-02-27

Histopathology Image Normalization via Latent Manifold Compaction

Xiaolong Zhang, Jianwei Zhang, Selim Sevim, Emek Demir, Ece Eksi, Xubo Song

2026-02-27

Reinforcement Learning from Human Feedback

Nathan Lambert

2026-02-27

Chunk-wise Attention Transducers for Fast and Accurate Streaming Speech-to-Text

Hainan Xu, Vladimir Bataev, Travis M. Bartley, Jagadeesh Balam

2026-02-27

Biases in the Blind Spot: Detecting What LLMs Fail to Mention

Iván Arcuschin, David Chanin, Adrià Garriga-Alonso, Oana-Maria Camburu

2026-02-27

Joint Geometric and Trajectory Consistency Learning for One-Step Real-World Super-Resolution

Chengyan Deng, Zhangquan Chen, Li Yu, Kai Zhang, Xue Zhou, Wang Zhang

2026-02-27

Time Series Foundation Models as Strong Baselines in Transportation Forecasting: A Large-Scale Benchmark Analysis

Javier Pulido, Filipe Rodrigues

2026-02-27

Increasing Computation Resolves Conflicts in Vision Language Models

Bingyang Wang, Yijiang Li, Yitong Qiao, Maijunxian Wang, Tianwei Zhao, Yucheng Sun, Binyue Deng, Hokin Deng, Nuno Vasconcelos, Dezhi Luo

2026-02-27

SafeGen-LLM: Enhancing Safety Generalization in Task Planning for Robotic Systems

Jialiang Fan, Weizhe Xu, Mengyu Liu, Oleg Sokolsky, Insup Lee, Fangxin Kong

2026-02-27

Enhancing Spatial Understanding in Image Generation via Reward Modeling

Zhenyu Tang, Chaoran Feng, Yufan Deng, Jie Wu, Xiaojie Li, Rui Wang, Yunpeng Chen, Daquan Zhou

2026-02-27

reinforcement learning

On the Role of Iterative Computation in Reinforcement Learning

Raj Ghugare, Michał Bortkiewicz, Alicja Ziarko, Benjamin Eysenbach

2026-02-17

Privileged Information Distillation for Language Models

Emiliano Penaloza, Dheeraj Vattikonda, Nicolas Gontier, Alexandre Lacoste, Laurent Charlin, Massimo Caccia

2026-02-16

Cold-Start Personalization via Training-Free Priors from Structured World Models

Avinandan Bose, Shuyue Stella Li, Faeze Brahman, Pang Wei Koh, Simon Shaolei Du, Yulia Tsvetkov, Maryam Fazel, Lin Xiao, Asli Celikyilmaz

2026-02-16

Learning User Interests via Reasoning and Distillation for Cross-Domain News Recommendation

Mengdan Zhu, Yufan Zhao, Tao Di, Yulan Yan, Liang Zhao

2026-02-16

DiffusionNFT: Online Diffusion Reinforcement with Forward Process

Kaiwen Zheng, Huayu Chen, Haotian Ye, Haoxiang Wang, Qinsheng Zhang, Kai Jiang, Hang Su, Stefano Ermon, Jun Zhu, Ming-Yu Liu

2026-02-16

Reward Modeling from Natural Language Human Feedback

Zongqi Wang, Rui Wang, Yuchuan Wu, Yiyao Yu, Pinyi Zhang, Shaoning Sun, Yujiu Yang, Yongbin Li

2026-02-16

MAC-AMP: A Closed-Loop Multi-Agent Collaboration System for Multi-Objective Antimicrobial Peptide Design

Gen Zhou, Sugitha Janarthanan, Lianghong Chen, Pingzhao Hu

2026-02-16

BFS-PO: Best-First Search for Large Reasoning Models

Fiorenzo Parascandolo, Wenhui Tan, Enver Sangineto, Ruihua Song, Rita Cucchiara

2026-02-16

On the Learning Dynamics of RLVR at the Edge of Competence

Yu Huang, Zixin Wen, Yuejie Chi, Yuting Wei, Aarti Singh, Yingbin Liang, Yuxin Chen

2026-02-16

Goldilocks RL: Tuning Task Difficulty to Escape Sparse Rewards for Reasoning

Ilia Mahrooghi, Aryo Lotfi, Emmanuel Abbe

2026-02-16

Interactionless Inverse Reinforcement Learning: A Data-Centric Framework for Durable Alignment

Elias Malomgré, Pieter Simoens

2026-02-16

Virne: A Comprehensive Benchmark for RL-based Network Resource Allocation in NFV

Tianfu Wang, Liwei Deng, Xi Chen, Junyang Wang, Huiguo He, Zhengyu Hu, Wei Wu, Leilei Ding, Qilin Fan, Hui Xiong

2026-02-16

Reinforcement Learning via Self-Distillation

Jonas Hübotter, Frederike Lübeck, Lejs Behric, Anton Baumann, Marco Bagatella, Daniel Marta, Ido Hakimi, Idan Shenfeld, Thomas Kleine Buening, Carlos Guestrin, Andreas Krause

2026-02-16

Peeking inside the Black-Box: Reinforcement Learning for Explainable and Accurate Relation Extraction

Xinyu Guo, Zhengliang Shi, Minglai Yang, Mahdi Rahimi, Mihai Surdeanu

2026-02-16

Bayesian Flow Is All You Need to Sample Out-of-Distribution Chemical Spaces

Nianze Tao, Minori Abe

2026-02-16

Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout Replay

Yifan Sun, Jingyan Shen, Yibin Wang, Tianyu Chen, Zhendong Wang, Mingyuan Zhou, Huan Zhang

2026-02-16

Adaptive Agents in Spatial Double-Auction Markets: Modeling the Emergence of Industrial Symbiosis

Matthieu Mastio, Paul Saves, Benoit Gaudou, Nicolas Verstaevel

2026-02-16

ManeuverNet: A Soft Actor-Critic Framework for Precise Maneuvering of Double-Ackermann-Steering Robots with Optimized Reward Functions

Kohio Deflesselle, Mélodie Daniel, Aly Magassouba, Miguel Aranda, Olivier Ly

2026-02-16

Evolutionary System Prompt Learning can Facilitate Reinforcement Learning for LLMs

Lunjun Zhang, Ryan Chen, Bradly C. Stadie

2026-02-16

GREAT-EER: Graph Edge Attention Network for Emergency Evacuation Responses

Attila Lischka, Balázs Kulcsár

2026-02-16

Implicit Actor Critic Coupling via a Supervised Learning Framework for RLVR

Jiaming Li, Longze Chen, Ze Gong, Yukun Chen, Lu Wang, Wanwei He, Run Luo, Min Yang

2026-02-16

Deep Reinforcement Learning based Autonomous Decision-Making for Cooperative UAVs: A Search and Rescue Real World Application

Thomas Hickling, Maxwell Hogan, Abdulla Tammam, Nabil Aouf

2026-02-16

Heterogeneous RBCs via Deep Multi-Agent Reinforcement Learning

Federico Gabriele, Aldo Glielmo, Marco Taboga

2026-02-16

A representational framework for learning and encoding structurally enriched trajectories in complex agent environments

Corina Catarau-Cotutiu, Esther Mondragon, Eduardo Alonso

2026-02-16

Context-Emotion Aware Therapeutic Dialogue Generation: A Multi-component Reinforcement Learning Approach to Language Models for Mental Health Support

Eric Hua Qing Zhang, Julia Ive

2026-02-16

From Robotics to Sepsis Treatment: Offline RL via Geometric Pessimism

Sarthak Wanjari

2026-02-16

Decoupled Continuous-Time Reinforcement Learning via Hamiltonian Flow

Minh Nguyen

2026-02-16

RNM-TD3: N:M Semi-structured Sparse Reinforcement Learning From Scratch

Isam Vrce, Andreas Kassler, Gökçe Aydos

2026-02-16

DriveFine: Refining-Augmented Masked Diffusion VLA for Precise and Robust Driving

Chenxu Dang, Sining Ang, Yongkang Li, Haochen Tian, Jie Wang, Guang Li, Hangjun Ye, Jie Ma, Long Chen, Yan Wang

2026-02-16

Harnessing Implicit Cooperation: A Multi-Agent Reinforcement Learning Approach Towards Decentralized Local Energy Markets

Nelson Salazar-Pena, Alejandra Tabares, Andres Gonzalez-Mancera

2026-02-17

language

Artificial Agency Program: Curiosity, compression, and communication in agents

Richard Csaky

2026-02-27

Randomized Masked Finetuning: An Efficient Way to Mitigate Memorization of PIIs in LLMs

Kunj Joshi, David A. Smith

2026-02-18

Robust Multi-Objective Controlled Decoding of Large Language Models

Seongho Son, William Bankes, Sangwoong Yoon, Shyam Sundhar Ramesh, Xiaohang Tang, Ilija Bogunovic

2026-02-16

AI Arms and Influence: Frontier Models Exhibit Sophisticated Reasoning in Simulated Nuclear Crises

Kenneth Payne

2026-02-16

Symmetry in language statistics shapes the geometry of model representations

Dhruva Karkada, Daniel J. Korchinski, Andres Nava, Matthieu Wyart, Yasaman Bahri

2026-02-16

Long Context, Less Focus: A Scaling Gap in LLMs Revealed through Privacy and Personalization

Shangding Gu

2026-02-16

Privileged Information Distillation for Language Models

Emiliano Penaloza, Dheeraj Vattikonda, Nicolas Gontier, Alexandre Lacoste, Laurent Charlin, Massimo Caccia

2026-02-16

Scaling Beyond Masked Diffusion Language Models

Subham Sekhar Sahoo, Jean-Marie Lemercier, Zhihan Yang, Justin Deschenaux, Jingyu Liu, John Thickstun, Ante Jukic

2026-02-16

Text Style Transfer with Parameter-efficient LLM Finetuning and Round-trip Translation

Ruoxi Liu, Philipp Koehn

2026-02-16

BPP: Long-Context Robot Imitation Learning by Focusing on Key History Frames

Max Sobol Mark, Jacky Liang, Maria Attarian, Chuyuan Fu, Debidatta Dwibedi, Dhruv Shah, Aviral Kumar

2026-02-16

Learning User Interests via Reasoning and Distillation for Cross-Domain News Recommendation

Mengdan Zhu, Yufan Zhao, Tao Di, Yulan Yan, Liang Zhao

2026-02-16

ThermEval: A Structured Benchmark for Evaluation of Vision-Language Models on Thermal Imagery

Ayush Shrivastava, Kirtan Gangani, Laksh Jain, Mayank Goel, Nipun Batra

2026-02-16

Accelerating Scientific Research with Gemini: Case Studies and Common Techniques

David P. Woodruff, Vincent Cohen-Addad, Lalit Jain, Jieming Mao, Song Zuo, MohammadHossein Bateni, Simina Branzei, Michael P. Brenner, Lin Chen, Ying Feng, Lance Fortnow, Gang Fu, Ziyi Guan, Zahra Hadizadeh, Mohammad T. Hajiaghayi, Mahdi JafariRaviz, Adel Javanmard, Karthik C. S., Ken-ichi Kawarabayashi, Ravi Kumar, Silvio Lattanzi, Euiwoong Lee, Yi Li, Ioannis Panageas, Dimitris Paparas, Benjamin Przybocki, Bernardo Subercaseaux, Ola Svensson, Shayan Taherijam, Xuan Wu, Eylon Yogev, Morteza Zadimoghaddam, Samson Zhou, Yossi Matias, James Manyika, Vahab Mirrokni

2026-02-16

Evolution Strategies at the Hyperscale

Bidipta Sarkar, Mattie Fellows, Juan Agustin Duque, Alistair Letcher, Antonio León Villares, Anya Sims, Clarisse Wibault, Dmitry Samsonov, Dylan Cope, Jarek Liesen, Kang Li, Lukas Seier, Theo Wolf, Uljad Berdica, Valentin Mohl, Alexander David Goldie, Aaron Courville, Karin Sevegnani, Shimon Whiteson, Jakob Nicolaus Foerster

2026-02-16

CDLM: Consistency Diffusion Language Models For Faster Sampling

Minseo Kim, Chenfeng Xu, Coleman Hooper, Harman Singh, Ben Athiwaratkun, Ce Zhang, Kurt Keutzer, Amir Gholami

2026-02-20

Counterfactual Fairness Evaluation of LLM-Based Contact Center Agent Quality Assurance System

Kawin Mayilvaghanan, Siddhant Gupta, Ayush Kumar

2026-02-16

Sparse MeZO: Less Parameters for Better Performance in Zeroth-Order LLM Fine-Tuning

Yong Liu, Zirui Zhu, Chaoyu Gong, Minhao Cheng, Cho-Jui Hsieh, Yang You

2026-02-16

Why Synthetic Isn't Real Yet: A Diagnostic Framework for Contact Center Dialogue Generation

Rishikesh Devanathan, Varun Nathan, Ayush Kumar

2026-02-16

AIRS-Bench: a Suite of Tasks for Frontier AI Research Science Agents

Alisia Lupidi, Bhavul Gauri, Thomas Simon Foster, Bassel Al Omari, Despoina Magka, Alberto Pepe, Alexis Audran-Reiss, Muna Aghamelu, Nicolas Baldwin, Lucia Cipolina-Kun, Jean-Christophe Gagnon-Audet, Chee Hau Leow, Sandra Lefdal, Hossam Mossalam, Abhinav Moudgil, Saba Nazir, Emanuel Tewolde, Isabel Urrego, Jordi Armengol Estape, Amar Budhiraja, Gaurav Chaurasia, Abhishek Charnalia, Derek Dunfield, Karen Hambardzumyan, Daniel Izcovich, Martin Josifoski, Ishita Mediratta, Kelvin Niu, Parth Pathak, Michael Shvartsman, Edan Toledo, Anton Protopopov, Roberta Raileanu, Alexander Miller, Tatiana Shavrina, Jakob Foerster, Yoram Bachrach

2026-02-16

SYNAPSE: Empowering LLM Agents with Episodic-Semantic Memory via Spreading Activation

Hanqi Jiang, Junhao Chen, Yi Pan, Ling Chen, Weihang You, Yifan Zhou, Ruidong Zhang, Andrea Sikora, Lin Zhao, Yohannes Abate, Tianming Liu

2026-02-16

iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering

Shuai Wang, Yinan Yu

2026-02-16

Activation-Space Uncertainty Quantification for Pretrained Networks

Richard Bergna, Stefan Depeweg, Sergio Calvo-Ordoñez, Jonathan Plenk, Alvaro Cartea, Jose Miguel Hernández-Lobato

2026-02-16

DiffusionNFT: Online Diffusion Reinforcement with Forward Process

Kaiwen Zheng, Huayu Chen, Haotian Ye, Haoxiang Wang, Qinsheng Zhang, Kai Jiang, Hang Su, Stefano Ermon, Jun Zhu, Ming-Yu Liu