TMLR Published Papers

PSC: Posterior Sampling-Based Compression

Noam Elata, Tomer Michaeli, Michael Elad

Action editor: Jakub Tomczak

https://openreview.net/forum?id=OsqgU6Jz4t

#compression #encode #decoder

Temporal horizons in forecasting: a performance-learnability trade-off

Pau Vilimelis Aceituno, Jack William Miller, Noah Marti, Youssef Farag, Victor Boussange

Action editor: Andreas Lehrmann

https://openreview.net/forum?id=BeudQIxT1R

#forecasting #forecast #forecasts

New #J2C Certification:

FusionProt: Fusing Sequence and Structural Information for Unified Protein Representation Learning

Dan Kalifa, Uriel Singer, Kira Radinsky

https://openreview.net/forum?id=imcinaOHod

#fusionprot #learns #protein

Coreset-Driven Re-Labeling: Tackling Noisy Annotations with Noise-Free Gradients

Saumyaranjan Mohanty, Konda Reddy Mopuri

Action editor: Anurag Arnab

https://openreview.net/forum?id=Tk78vb2Qd7

#labeling #annotations #annotation

New #J2C Certification:

Training Dynamics of Learning 3D-Rotational Equivariance

Max W Shen, Ewa Nowara, Michael Maser, Kyunghyun Cho

https://openreview.net/forum?id=DLOIAW18W3

#equivariance #rotations #symmetry

Large-Scale Targeted Cause Discovery via Learning from Simulated Data

Jang-Hyun Kim, Claudia Skok Gibbs, Sangdoo Yun, Hyun Oh Song, Kyunghyun Cho

Action editor: Vlad Niculae

https://openreview.net/forum?id=NVgy29IQw8

#causal #gene #discovery

Beyond Marginals: Learning Joint Spatio-Temporal Patterns for Multivariate Anomaly Detection

Padmaksha Roy, Almuatazbellah Boker, Lamine Mili

Action editor: Philip Chan

https://openreview.net/forum?id=iETTv1okjX

#copula #anomaly #multivariate

k-NN as a Simple and Effective Estimator of Transferability

Moein Sorkhei, Christos Matsoukas, Johan Fredin Haslum, Emir Konuk, Kevin Smith

Action editor: Yannis Kalantidis

https://openreview.net/forum?id=hGlkjP1zHc

#transferability #transfer #supervision

Balancing Utility and Privacy: Dynamically Private SGD with Random Projection

Zhanhong Jiang, Md Zahid Hasan, Nastaran Saadati, Aditya Balu, Chao Liu, Soumik Sarkar

Action editor: Yiming Ying

https://openreview.net/forum?id=u6OSRdkAwl

#privacy #private #sgd

Data-Driven Discovery of PDEs via the Adjoint Method

Mohsen Sadr, Tony Tohme, KAMAL YOUCEF-TOUMI

Action editor: Markus Heinonen

https://openreview.net/forum?id=Az3mJ4d1eT

#pdes #pde #gradients

Decomposed Direct Preference Optimization for Structure-Based Drug Design

Xiwei Cheng, Xiangxin Zhou, Yuwei Yang, Yu Bao, Quanquan Gu

Action editor: Markus Heinonen

https://openreview.net/forum?id=dwSpo5DRk8

#pharmaceutical #molecular #optimization

Dependency-aware Maximum Likelihood Estimation for Active Learning

Beyza Kalkanli, Tales Imbiriba, Stratis Ioannidis, Deniz Erdogmus, Jennifer Dy

Action editor: Chicheng Zhang

https://openreview.net/forum?id=qDVDSXXGK1

#labeled #annotators #mle

Aggregating Algorithm and Axiomatic Loss Aggregation

Armando J Cabrera Pacheco, Rabanus Derr, Robert Williamson

Action editor: Benjamin Guedj

https://openreview.net/forum?id=4bUuWtOuDx

#aggregation #aggregating #learner

Designing Algorithms Empowered by Language Models: An Analytical Framework, Case Studies, and Ins...

Yanxi Chen, Yaliang Li, Bolin Ding, Jingren Zhou

Action editor: Binhang Yuan

https://openreview.net/forum?id=nJ7RECkxQr

#algorithms #ai #agentic

Recursive SNE: Fast Prototype-Based t-SNE for Large-Scale and Online Data

Agil Aghasanli, Plamen P Angelov

Action editor: Jeff Phillips

https://openreview.net/forum?id=7wCPAFMDWM

#rsne #sne #embedding

Regret Analysis of Posterior Sampling-Based Expected Improvement for Bayesian Optimization

Shion Takeno, Yu Inatsu, Masayuki Karasuyama, Ichiro Takeuchi

Action editor: Roman Garnett

https://openreview.net/forum?id=v0s9knY99c

#optimizing #optimization #bayesian

Stochastic Subspace Descent Accelerated via Bi-fidelity Line Search

Nuojin Cheng, Alireza Doostan, Stephen Becker

Action editor: Samuel Vaiter

https://openreview.net/forum?id=xuOQUs5YmT

#optimization #benchmark #gradient

Efficient Reasoning Models: A Survey

Sicheng Feng, Gongfan Fang, Xinyin Ma, Xinchao Wang

Action editor: Gunhee Kim

https://openreview.net/forum?id=sySqlxj8EB

#thinking #efficient #reasoning

Goal Recognition Design for General Behavioral Agents using Machine Learning

Robert Kasumba, Guanghui Yu, Chien-Ju Ho, Sarah Keren, William Yeoh

Action editor: Florian Schaefer

https://openreview.net/forum?id=GDuWBhvMid

#goals #optimize #agent

FoMo-0D: A Foundation Model for Zero-shot Tabular Outlier Detection

Yuchen Shen, Haomin Wen, Leman Akoglu

Action editor: Jiangchao Yao

https://openreview.net/forum?id=XCQzwpR9jE

#outlier #inlier #hyperparameters

Flow-Attentional Graph Neural Networks

Pascal Plettenberg, Dominik Köhler, Bernhard Sick, Josephine Thomas

Action editor: Shuiwang Ji

https://openreview.net/forum?id=tOzg7UxTPD

#graphs #graph #flow

A Comprehensive Survey on Knowledge Distillation

Amir M. Mansourian, Rozhan Ahmadi, Masoud Ghafouri et al.

Action editor: Changyou Chen

https://openreview.net/forum?id=3cbJzdR78B

#distillation #dnns #knowledge

Exponential tilting of subweibull distributions

F. William Townes

Action editor: Jasper C.H. Lee

https://openreview.net/forum?id=BQBk11IE7I

#distributions #subgaussian #subweibull

The Accuracy Cost of Weakness: A Theoretical Analysis of Fixed-Segment Weak Labeling for Events i...

John Martinsson, Tuomas Virtanen, Maria Sandsten, Olof Mogren

Action editor: Lei Feng

https://openreview.net/forum?id=tTw8wXBQ18

#labeling #annotators #annotations

Cross-Domain Graph Anomaly Detection via Test-Time Training with Homophily-Guided Self-Supervision

Delaram Pirhayatifard, Arlei Silva

Action editor: Han Zhao

https://openreview.net/forum?id=sB3LqdOlNb

#anomaly #supervised #anomalies

Language-assisted Feature Representation and Lightweight Active Learning For On-the-Fly Category ...

Anwesha Banerjee, Soma Biswas

Action editor: Brian Kulis

https://openreview.net/forum?id=ZihFoM8K0j

#categories #recognizing #category

LightTransfer: Your Long-Context LLM is Secretly a Hybrid Model with Effortless Adaptation

Xuan Zhang, Fengzhuo Zhang, Cunxiao Du, Chao Du, Tianyu Pang, Wei Gao, Min Lin

Action editor: Li Dong

https://openreview.net/forum?id=kne4vWICr0

#attention #memory #lazy

Conditional Latent Space Molecular Scaffold Optimization for Accelerated Molecular Design

Onur Boyar, Hiroyuki Hanada, Ichiro Takeuchi

Action editor: Stanislaw Jastrzebski

https://openreview.net/forum?id=KhxVc9RBJv

#molecular #molecule #molecules

Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model

Yueqin Yin, Shentao Yang, Yujia Xie et al.

Action editor: Alec Koppel

https://openreview.net/forum?id=YhLlqD0UNi

#reward #rewards #bandit

Generalized Orders of Magnitude for Scalable, Parallel, High-Dynamic-Range Computation

Franz A. Heinsen, Leo Kozachkov

Action editor: William Redman

https://openreview.net/forum?id=SUuzb0SOGu

#scalable #numerically #floating