Papers
12094 papers
ICML2025
Direct Prediction Set Minimization via Bilevel Conformal Classifier Training
Summary pending...
conformal predictionuncertainty quantificationdeep classifiers
ICML2025
Knowledge Retention in Continual Model-Based Reinforcement Learning
Summary pending...
Deep Reinforcement learningModel-based Reinforcement LearningContinual Learning
ICML2025
Doubly Protected Estimation for Survival Outcomes Utilizing External Controls for Randomized Clinical Trials
Summary pending...
Adaptive learningMonotone coarseningunmeasured confounding
ICML2025
AutoStep: Locally adaptive involutive MCMC
Summary pending...
MCMCMarkov chain Monte Carloadaptive
ICML2025
AdvI2I: Adversarial Image Attack on Image-to-Image Diffusion Models
Summary pending...
Diffusion modelAdversarial attack
ICML2025
Learning With Multi-Group Guarantees For Clusterable Subpopulations
Summary pending...
per-subpopulation guaranteesclusteringfairness
ICML2025
Geometric Median (GM) Matching for Robust k-Subset Selection from Noisy Data
Summary pending...
robustsubsetsampling
ICML2025
Adaptive Sensitivity Analysis for Robust Augmentation against Natural Corruptions in Image Segmentation
Summary pending...
image segmentationaugmentationrobustness
ICML2025
From Individual Experience to Collective Evidence: A Reporting-Based Framework for Identifying Systemic Harms
Summary pending...
post-deployment auditing and evaluationfairnesssequential hypothesis testing
ICML2025
Reward-Guided Prompt Evolving in Reinforcement Learning for LLMs
Summary pending...
large language models
ICML2025
RISE: Radius of Influence based Subgraph Extraction for 3D Molecular Graph Explanation
Summary pending...
3D Molecular Graphs3D Graph ExplanationRadius of Influence
ICML2025
Efficient Fine-Grained Guidance for Diffusion Model Based Symbolic Music Generation
Summary pending...
Symbolic Music GenerationGuided Diffusion ModelsControllable Generation
ICML2025
MixMin: Finding Data Mixtures via Convex Minimization
Summary pending...
Data MixingBi-Level optimizationConvex Surrogates
ICML2025
PIPA: Preference Alignment as Prior-Informed Statistical Estimation
Summary pending...
Preference alignmentPriorProbabilistic estimation
ICML2025
Mixed-curvature decision trees and random forests
Summary pending...
representation learningnon-euclidean geometrydecision trees
ICML2025
ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks
Summary pending...
BenchmarkGenAIAgents
ICML2025
Differentially Private Space-Efficient Algorithms for Counting Distinct Elements in the Turnstile Model
Summary pending...
differential privacycounting distinct elementsstreaming data
ICML2025
AKORN: Adaptive Knots generated Online for RegressioN splines
Summary pending...
nonparametric regressiontotal variationadaptive
ICML2025
Exact risk curves of signSGD in High-Dimensions: quantifying preconditioning and noise-compression effects
Summary pending...
signSGDstochastic optimizationdeep learning theory
ICML2025
Bridging Protein Sequences and Microscopy Images with Unified Diffusion Models
Summary pending...
AI for biologyImage generationDiffusion model