DRAGON: Distributional Rewards Optimize Diffusion Generative Models
机构 * University of California, Berkeley（加州大学伯克利分校） ； Adobe Research（Adobe研究）
Comments Accepted to TMLR
期刊&会议
TMLR
Transactions on Machine Learning Research · 期刊 · Machine Learning
Comprehension Without Competence: Architectural Limits of LLMs in Symbolic Computation and Reasoning
机构 * Amazon Web Services（亚马逊网络服务）
Comments v2: Two TMLR revision rounds addressing reviewer feedback. Added real-world validation (3.4), interpretability analysis (7), computational hallucination framework, strengthened theory. v3: Sec 3.2 - added transformer architecture diagram, clarified UAT capacity vs computational limits, improved role specialization theorem presentation
Flow-Attentional Graph Neural Networks
机构 * University of Kassel（卡塞尔大学） ； University of Greifswald（格里夫斯瓦尔德大学）
Comments Accepted @ Transactions on Machine Learning Research (TMLR): https://openreview.net/forum?id=tOzg7UxTPD
Incorporating Spatial Information into Goal-Conditioned Hierarchical Reinforcement Learning via Graph Representations
机构 * McGill University（麦吉尔大学） ； Mila ； Google Deepmind（谷歌DeepMind） ； CIFAR Fellow
Comments Transactions on Machine Learning Research (2025)
Predictive Control and Regret Analysis of Non-Stationary MDP with Look-ahead Information
机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Carnegie Mellon University（卡内基梅隆大学）
Comments TMLR, 2025
Towards Formalizing Spuriousness of Biased Datasets Using Partial Information Decomposition
机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； Google Research（谷歌研究） ； Princeton University（普林斯顿大学）
Comments Accepted at Transactions on Machine Learning Research (TMLR)
Monotone Missing Data: A Blessing and a Curse
Journal ref Transactions on Machine Learning Research, 2025, https://openreview.net/forum?id=kVthdlAVks
LBMamba: Locally Bi-directional Mamba
机构 * Department of Computer Science, Stony Brook University（石溪大学计算机科学系） ； Concordia University（康科迪亚大学） ； Mila–Quebec AI Institute（魁北克AI研究所）
Comments Accepted to TMLR
Exponential tilting of subweibull distributions
Journal ref Transactions on Machine Learning Research (2025) 2835-8856
Stacking Variational Bayesian Monte Carlo
机构 * Department of Computer Science University of Helsinki（计算机科学系 霍恩利亚大学）
Comments Published in Transactions on Machine Learning Research (November 2025), https://openreview.net/forum?id=M2ilYAJdPe. 38 pages, 13 figures
Adaptive Group Robust Ensemble Knowledge Distillation
机构 * ÉTS Montréal（蒙特利尔ÉTS） ； Mila - Quebec AI Institute（魁北克AI研究所） ； University of Calgary（卡尔加里大学） ； CIFAR AI Chair（卡尔加里大学AI主席）
Comments Published in Transactions on Machine Learning Research (TMLR)
Zeroth-Order Adaptive Neuron Alignment Based Pruning without Re-Training
机构 * University of Trento（特伦托大学）
Comments Published in Transactions on Machine Learning Research (TMLR)
PCF Learned Sort: a Learning Augmented Sort Algorithm with $O(n \log\log n)$ Expected Complexity
Comments TMLR 2025 (Featured Certification)
Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data
机构 * Paris-Saclay University, CentraleSupélec, MICS Lab（巴黎-萨克雷大学，中央超导实验室，MICS实验室）
Comments Published at TMLR
Explaining Bayesian Neural Networks
机构 * BIFOLD（BIFOLD；柏林技术大学） ； TU Berlin, Berlin, Germany（波茨坦ATB） ； ATB Potsdam, Potsdam, Germany（慕尼黑技术大学；MCML） ； TU Munich（波茨坦ATB；波茨坦大学） ； MCML, Munich, Germany（柏林技术大学；BIFOLD） ； ATB Potsdam（柏林技术大学机器学习组） ； University of Potsdam, Potsdam, Germany（韩国大学；马克斯·普朗克信息研究所） ； TU Berlin（查理研究所；BIFOLD，柏林；病理研究所，慕尼黑大学；德国癌症研究中心（DKTK）） ； BIFOLD, Berlin, Germany（鲁尔大学科隆） ； Machine Learning Group, TU Berlin, Berlin, Germany ； Korea University, Seoul, Korea ； Max Planck Institute for Informatics, Saarbrücken, Germany ； Institute of Pathology, Charité — Universitätsmedizin ； BIFOLD, Berlin ； Institute of Pathology, LMU Munich ； German Cancer Consortium (DKTK), Munich, Germany ； RPTU, Kaiserslautern, Germany
Comments 25 pages, 8 figures Accepted to Transactions on Machine Learning Research
Choose Your Model Size: Any Compression of Large Language Models Without Re-Computation
机构 * Merantix Momentum（梅兰特克斯动力）
Comments Code available under https://github.com/merantix-momentum/acip
Journal ref Transactions on Machine Learning Research, November 2025
Thera: Aliasing-Free Arbitrary-Scale Super-Resolution with Neural Heat Fields
机构 * ETH Zurich（苏黎世联邦理工学院） ； University of Zurich（苏黎世大学）
Journal ref Transactions on Machine Learning Research, 2025
On Joint Regularization and Calibration in Deep Ensembles
机构 * Department of Applied Mathematics and Computer Science（应用数学与计算机科学系） ； Technical University of Denmark（丹麦技术大学）
Comments 39 pages, 8 figures, 11 tables
Journal ref Transactions on Machine Learning Research (2025) ISSN: 2835-8856
TextRegion: Text-Aligned Region Tokens from Frozen Image-Text Models
机构 * Siebel School of Computing and Data Science（塞比尔计算与数据科学学院） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）
Comments Published in TMLR, with a J2C Certification
Journal ref Transactions on Machine Learning Research, 2025
Robustness in Large Language Models: A Survey of Mitigation Strategies and Evaluation Metrics
机构 * School of Computer Sciences（计算机科学学院） ； National Institute of Science Education and Research（国家科学教育与研究 institute） ； An OCC of Homi Bhabha National Institute, India（霍米·巴布国家研究所办公室，印度）
Comments Accepted at TMLR
What Time Tells Us? An Explorative Study of Time Awareness Learned from Static Images
机构 * University of Birmingham（伯明翰大学）
Comments Accepted by TMLR 2025
CLIP Meets Diffusion: A Synergistic Approach to Anomaly Detection
机构 * Korea Advanced Institute of Science and Technology (KAIST)（韩国先进科学技术研究院）
Comments Accepted at TMLR 2025
RoboRAN: A Unified Robotics Framework for Reinforcement Learning-Based Autonomous Navigation
机构 * Space Robotics Research Group, SnT University of Luxembourg（锡尔特大学卢森堡大学空间机器人研究组） ； Georgia Tech-Europe IRL2958（佐治亚理工学院欧洲分校IRL2958） ； GT-CNRS, Metz, France（GT-CNRS，法国梅茨） ； Earth Species Project（地球物种项目）
Comments Accepted at Transactions on Machine Learning Research (TMLR)
A Practical Investigation of Spatially-Controlled Image Generation with Transformers
机构 * Huawei Noah’s Ark Lab（华为诺亚实验室）
Comments TMLR https://openreview.net/forum?id=loT6xhgLYK
Weakly Supervised Object Segmentation by Background Conditional Divergence
机构 * Naval Surface Warfare Center Panama City Division（巴拿马城分部海军水面 warfare 中心）
Comments Published in TMLR: https://openreview.net/forum?id=2JJZhfGvMW
Journal ref Transactions on Machine Learning Research (2025). Retrieved from https://openreview.net/forum?id=2JJZhfGvMW
Improved seeding strategies for k-means and k-GMM
Comments 13 pages
Journal ref Transactions on Machine Learning Research (2025)
MGPATH: Vision-Language Model with Multi-Granular Prompt Learning for Few-Shot WSI Classification
Comments Published in Transactions on Machine Learning Research (09/2025)
Journal ref Transactions on Machine Learning Research (09/2025)
Privacy-Aware Time Series Synthesis via Public Knowledge Distillation
机构 * JPMorgan AI Research（摩根大通人工智能研究）
Comments Published on Transactions on Machine Learning Research (TMLR)
The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning
机构 * The Hong Kong University of Science and Technology（香港科技大学） ； NVIDIA（英伟达）
Comments Accepted by TMLR
From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models
机构 * University of Texas at Dallas（德克萨斯大学达拉斯分校）
Comments TMLR Survey Certification
