Papers

12094 papers

ICML2025

Upcycling Text-to-Image Diffusion Models for Multi-Task Capabilities

Summary pending...

multi-task learningupcyclingdiffusion models
ICML2025

The Devil Is in the Details: Tackling Unimodal Spurious Correlations for Generalizable Multimodal Reward Models

Summary pending...

Multimodal Reward ModelGeneralizationSpurious Correlations
ICML2025

Clients Collaborate: Flexible Differentially Private Federated Learning with Guaranteed Improvement of Utility-Privacy Trade-off

Summary pending...

Federated LearningDifferential PrivacyUtility-Privacy Trade-off
ICML2025

Online Sparsification of Bipartite-Like Clusters in Graphs

Summary pending...

bipartite-like componentssparsificationonline algorithms
ICML2025

Metadata Conditioning Accelerates Language Model Pre-training

Summary pending...

language modelspre-trainingmetadata conditioning
ICML2025

Aligning Multimodal Representations through an Information Bottleneck

Summary pending...

multimodal representation learningrepresentational alignmentmodality gap
ICML2025

From Logits to Hierarchies: Hierarchical Clustering made Simple

Summary pending...

Hierarchical ClusteringClusteringInterpretability
ICML2025

System-Aware Unlearning Algorithms: Use Lesser, Forget Faster

Summary pending...

machine unlearningsample compressionselective sampling
ICML2025

Volume Optimality in Conformal Prediction with Structured Prediction Sets

Summary pending...

Conformal PredictionVolume OptimalityStructured Prediction Sets
ICML2025

Iterative Vectors: In-Context Gradient Steering without Backpropagation

Summary pending...

In-Context LearningActivation SteeringBackpropagation-Free
ICML2025

Stochastic Encodings for Active Feature Acquisition

Summary pending...

Active Feature AcquisitionDynamic Feature Selection
ICML2025

On the Power of Context-Enhanced Learning in LLMs

Summary pending...

In-Context LearningSample EfficiencyKnowledge Internalization
ICML2025

Differential Coding for Training-Free ANN-to-SNN Conversion

Summary pending...

Spiking Neural NetworksANN-to-SNN CovnersionDifferential Coding
ICML2025

Modular Duality in Deep Learning

Summary pending...

modulardualityNewton-Schulz
ICML2025

Learning Robust Neural Processes with Risk-Averse Stochastic Optimization

Summary pending...

neural processrobust learning
ICML2025

A Sub-Problem Quantum Alternating Operator Ansatz for Correlation Clustering

Summary pending...

Quantum ComputingQAOACorrelation Clustering
ICML2025

Reflect-then-Plan: Offline Model-Based Planning through a Doubly Bayesian Lens

Summary pending...

Offline reinforcement learningModel-based planningBayesian inference
ICML2025

PertEval-scFM: Benchmarking Single-Cell Foundation Models for Perturbation Effect Prediction

Summary pending...

benchmarksingle-cell biologyperturbation effect prediction
ICML2025

Inverse Flow and Consistency Models

Summary pending...

consistency modelsflow matchingdiffusion models
ICML2025

Distillation Scaling Laws

Summary pending...

scaling lawsdistillationpretraining