Papers

12094 papers

ICML2025

Winner-takes-all for Multivariate Probabilistic Time Series Forecasting

Summary pending...

Time-series forecastingQuantizationProbabilistic methods
ICML2025

Sliding Puzzles Gym: A Scalable Benchmark for State Representation in Visual Reinforcement Learning

Summary pending...

reinforcement learningrepresentation learningbenchmark
ICML2025

The dark side of the forces: assessing non-conservative force models for atomistic machine learning

Summary pending...

geometric machine learningenergy conservationatomistic modelling
ICML2025

ESPFormer: Doubly-Stochastic Attention with Expected Sliced Transport Plans

Summary pending...

Geometric deep learningOptimal TransportAttention mechanism
ICML2025

Attributes Shape the Embedding Space of Face Recognition Models

Summary pending...

Face RecognitionRepresentation LearningInterpretability
ICML2025

Global Convergence and Rich Feature Learning in $L$-Layer Infinite-Width Neural Networks under $\mu$ Parametrization

Summary pending...

Feature learningNeural networks$\mu$P
ICML2025

Topology-aware Neural Flux Prediction Guided by Physics

Summary pending...

Physics guided machine learningGraph neural networkTopology-aware
ICML2025

(How) Do Language Models Track State?

Summary pending...

state trackingsimulationinterpretability
ICML2025

The Hidden Joules: Evaluating the Energy Consumption of Vision Backbones for Progress Towards More Efficient Model Inference

Summary pending...

Energy EfficiencyGreen AIEfficient and Scalable Vision
ICML2025

Learning-Order Autoregressive Models with Application to Molecular Graph Generation

Summary pending...

Generative ModelingVariational InferenceAutoregressive Model
ICML2025

Sortformer: A Novel Approach for Permutation-Resolved Speaker Supervision in Speech-to-Text Systems

Summary pending...

Automatic Speech RecognitionSpeech to TextSpeaker Diarization
ICML2025

UniMate: A Unified Model for Mechanical Metamaterial Generation, Property Prediction, and Condition Confirmation

Summary pending...

metamaterialtopology generationproperty prediction
ICML2025

Weakly Supervised Anomaly Detection via Dual-Tailed Kernel

Summary pending...

anomaly detectionkerneldual-kernel tails
ICML2025

BARNN: A Bayesian Autoregressive and Recurrent Neural Network

Summary pending...

Bayesian ModellingVariational InferenceAutoregressive Neural Networks
ICML2025

On Linear Convergence in Smooth Convex-Concave Bilinearly-Coupled Saddle-Point Optimization: Lower Bounds and Optimal Algorithms

Summary pending...

convex optimizationsaddle-point problemsgradient methods
ICML2025

Benefits of Early Stopping in Gradient Descent for Overparameterized Logistic Regression

Summary pending...

Implicit RegularizationGDEarly Stopping
ICML2025

Zero-shot Meta-learning for Tabular Prediction Tasks with Adversarially Pre-trained Transformer

Summary pending...

zero-shotmeta-learningadversarial training
ICML2025

On Mitigating Affinity Bias through Bandits with Evolving Biased Feedback

Summary pending...

FairnessBanditsLower Bounds
ICML2025

A Unified Approach to Routing and Cascading for LLMs

Summary pending...

large language modelsroutingcascading
ICML2025

Scalable Gaussian Processes with Latent Kronecker Structure

Summary pending...

Gaussian processKroneckerBayesian