Enhancing Cost Efficiency in Active Learning with Candidate Set Query
Comments Accepted to TMLR
期刊&会议
TMLR
Transactions on Machine Learning Research · 期刊 · Machine Learning
Dextr: Zero-Shot Neural Architecture Search with Singular Value Decomposition and Extrinsic Curvature
Comments Accepted at Transactions on Machine Learning Research (TMLR)
Synthetic Data is Sufficient for Zero-Shot Visual Generalization from Offline Data
Journal ref Journal=Transactions on Machine Learning Research Issue Number: 2835-8856 Year: 2025
TRIDE: A Text-assisted Radar-Image weather-aware fusion network for Depth Estimation
Comments Accepted by TMLR (2025.08)
MESSI: A Multi-Elevation Semantic Segmentation Image Dataset of an Urban Environment
机构 * Technion-Israel Institute of Technology（技术学院-以色列理工学院）
Journal ref Transactions on Machine Learning Research, 2025. ISSN 2835-8856
2SSP: A Two-Stage Framework for Structured Pruning of LLMs
机构 * University of Trento（特伦托大学）
Comments Published in Transactions on Machine Learning Research (TMLR)
Clustering-Based Validation Splits for Model Selection under Domain Shift
机构 * Institute of Sound and Vibration Research（声学与振动研究所） ； University of Southampton（南安普顿大学）
Comments Published in TMLR 08/25
Journal ref Transactions on Machine Learning Research, 2835-8856 (2025)
Emergent Symbol-like Number Variables in Artificial Neural Networks
机构 * Stanford University（斯坦福大学）
Journal ref Transactions on Machine Learning Research (TMLR) 2835-8856 (2025)
Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting
机构 * Department of Mathematics, KTH Royal Institute of Technology（皇家理工学院数学系） ； Nordita, KTH Royal Institute of Technology and Stockholm University（皇家理工学院北欧理论物理研究所及斯德哥尔摩大学） ； International Computer Science Institute（国际计算机科学研究所） ； Center for Applied Mathematics, Cornell University（康奈尔大学应用数学中心） ； Department of Mathematics, Emory University（埃默里大学数学系） ； Department of Statistics, University of California at Berkeley（加州大学伯克利分校统计系） ； Lawrence Berkeley National Laboratory（伯克利国家实验室）
Comments 35 pages
Journal ref Transactions on Machine Learning Research (2025), code: https://github.com/shoelim/FM_forecasting
MUC: Machine Unlearning for Contrastive Learning with Black-box Evaluation
机构 * University of Waterloo（滑铁卢大学） ； University of Ottawa（渥太华大学） ； Alibaba（阿里巴巴） ； CISPA Helmholtz Center for Information Security（信息安全赫尔姆霍兹中心） ； Vector Institute（向量研究所） ； Academy of Mathematics and Systems Science, Chinese Academy of Sciences（中国科学院数学与系统科学研究院） ； University of Chinese Academy of Sciences（中国科学院大学）
Comments Published in TMLR
Automated Black-box Prompt Engineering for Personalized Text-to-Image Generation
机构 * Carnegie Mellon University（卡内基梅隆大学） ； University of Pennsylvania（宾夕法尼亚大学） ； Sony AI（索尼人工智能） ； Sony Group Corporation（索尼集团） ； Bosch Center for AI（博世人工智能中心）
Journal ref Transactions on Machine Learning Research (TMLR), 2025. ISSN 2835-8856
Foldable SuperNets: Scalable Merging of Transformers with Different Initializations and Tasks
机构 * Electrical and Computer Engineering Department, Technion（技术学院电子与计算机工程系） ； Habana Labs – An Intel company（英特尔旗下Habana实验室）
Journal ref Transactions on Machine Learning Research, 2025
Combining Machine Learning Defenses without Conflicts
机构 * University of Waterloo（滑铁卢大学） ； Zhejiang University（浙江大学）
Comments Transactions on Machine Learning Research (2025). https://openreview.net/forum?id=C7FgsjfFRC
CLoQ: Enhancing Fine-Tuning of Quantized LLMs via Calibrated LoRA Initialization
机构 * Department of Mathematics and Statistics（数学与统计学系） ； University at Albany, SUNY（阿尔巴尼大学） ； IBM T. J. Watson Research Center（IBM 塔沃森研究中心）
Journal ref Transactions on Machine Learning Research (TMLR), 2025
Continuous Parallel Relaxation for Finding Diverse Solutions in Combinatorial Optimization Problems
机构 * Fujitsu Limited（富士通株式会社）
Comments 20 pages, 12 figures
Journal ref Transactions on Machine Learning Research, 2835-8856 (2025)
Unifying Self-Supervised Clustering and Energy-Based Models
机构 * KU Leuven（卢森堡大学）
Comments Changes from previous version: change introductions and added acknowledgments. Integral version of workshop paper arXiv:2309.15420. Improved GEDI version (from two stages to single stage training) arxiv:2212.13425 - ACCEPTED TO TMLR 2025
Generative Feature Training of Thin 2-Layer Networks
机构 * Université Paris Dauphine - PSL（巴黎Dauphine大学-PSL） ； Technische Universität Chemnitz（化学工业大学）
Comments published in TMLR
Combinatorial Multi-armed Bandits: Arm Selection via Group Testing
机构 * Department of Electrical, Computer, and Systems Engineering, Rensselaer Polytechnic Institute（拉特格斯理工学院电子、计算机与系统工程系） ； IBM T.J. Watson Research Center（IBM沃森研究中心）
Comments 26 pages
Journal ref Transactions on Machine Learning Research (06/2025)
Explaining Caption-Image Interactions in CLIP Models with Second-Order Attributions
机构 * University of Stuttgart（斯图加特大学）
Comments Accepted at Transactions on Machine Learning Research (TMLR)
Removing Structured Noise with Diffusion Models
机构 * Department of Electrical Engineering, Eindhoven University of Technology（埃因霍温理工大学电子工程系） ； Philips Research North America（飞利浦美国研究公司）
Comments 20 pages, 8 figures, Transactions on Machine Learning Research
Journal ref Transactions on Machine Learning Research (2025): 2835-8856
Decoding-based Regression
机构 * Google DeepMind（谷歌DeepMind）
Comments Published in Transactions on Machine Learning Research (TMLR) 2025. Code can be found at https://github.com/google-research/optformer/tree/main/optformer/decoding_regression
Semantic Mapping in Indoor Embodied AI -- A Survey on Advances, Challenges, and Future Directions
Journal ref Transactions on Machine Learning Research. (ISSN) 2835-885. 2025-08
BELLA: Black box model Explanations by Local Linear Approximations
机构 * Telecom Paris, Institut Polytechnique de Paris, France（巴黎电信学院，巴黎理工学院，法国）
Comments 18 pages, 3 figures, Published in TMLR Journal
Sortability of Time Series Data
机构 * School of Computer Science and Statistics（计算机科学与统计学学院） ； University of Dublin（都柏林大学） ； Trinity College（三一学院） ； IBM Research Europe, Dublin（欧洲IBM研究院，都柏林） ； Deutsches Forschungszentrum für künstliche Intelligenz (DFKI)（德国人工智能研究中心（DFKI））
Comments Published in Transactions on Machine Learning Research, also presented at the Causal Inference for Time Series Data Workshop at the 40th Conference on Uncertainty in Artificial Intelligence (CI4TS 2024)
Journal ref Transactions on Machine Learning Research (TMLR) 2025/7 ISSN: 2835-8856
RNA-FrameFlow: Flow Matching for de novo 3D RNA Backbone Design
机构 * Yale University（耶鲁大学） ； University of Cambridge (UK)（剑桥大学） ； Lawrence Berkeley National Laboratory（伯克利国家实验室） ； Prescient Design, Genentech, Roche（Prescient Design、基因泰克、罗氏） ； University of Oxford (UK)（牛津大学） ； National University of Singapore（新加坡国立大学）
Comments Published in Transactions on Machine Learning Research (https://openreview.net/forum?id=wOc1Yx5s09). Also presented as an Oral at Machine Learning in Computational Biology 2024, ICML 2024 Structured Probabilistic Inference & Generative Modeling Workshop, and a Spotlight at ICML 2024 AI4Science Workshop
From Spikes to Heavy Tails: Unveiling the Spectral Evolution of Neural Networks
机构 * Courant Institute of Mathematical Sciences New York University（数学科学学院纽约大学） ； Department of Computer Science Dartmouth College（计算机科学系达特茅斯学院） ； Department of Neurology and Neurological Sciences Stanford University（神经病学与神经科学系斯坦福大学）
Comments TMLR
Explaining the Behavior of Black-Box Prediction Algorithms with Causal Learning
机构 * Sani Analytics ； Department of Biostatistics, Columbia University（生物统计学系，哥伦比亚大学） ； Department of Computer Science, Johns Hopkins University（计算机科学系，约翰霍普金斯大学）
Journal ref Transactions on Machine Learning Research (05/2025)
Spatio-Temporal Partial Sensing Forecast for Long-term Traffic
机构 * Department of Computer & Information Science & Engineering, University of Florida（计算机与信息科学与工程系，佛罗里达大学） ； Department of Computer Science, University of Kentucky（计算机科学系，肯塔基大学）
Comments Published in Transactions on Machine Learning Research, 2025
ASkDAgger: Active Skill-level Data Aggregation for Interactive Imitation Learning
机构 * Department of Cognitive Robotics（认知机器人学系） ； Delft University of Technology（代尔夫特理工大学） ； Department of Computer Science（计算机科学系） ； RWTH Aachen University（亚琛工业大学）
Comments Accepted for publication in Transactions on Machine Learning Research (TMLR, 2025)
Compressed Decentralized Momentum Stochastic Gradient Methods for Nonconvex Optimization
机构 * Department of Mathematical Sciences（数学科学系） ； Rensselaer Polytechnic Institute（伦斯勒理工学院） ； Department of Computer Science（计算机科学系） ； MIT-IBM Watson AI Lab, IBM Research（MIT-IBM Watson AI实验室，IBM研究） ； IBM T. J. Watson Research Center（IBM T.J. 华生研究中心）
Comments accepted by TMLR
