Papers
12094 papers
ICML2025
Signed Laplacians for Constrained Graph Clustering
Summary pending...
signed Laplaciansconstrained clusteringCheeger inequality
ICML2025
System-Aware Unlearning Algorithms: Use Lesser, Forget Faster
Summary pending...
machine unlearningsample compressionselective sampling
ICML2025
From Logits to Hierarchies: Hierarchical Clustering made Simple
Summary pending...
Hierarchical ClusteringClusteringInterpretability
ICML2025
Aligning Multimodal Representations through an Information Bottleneck
Summary pending...
multimodal representation learningrepresentational alignmentmodality gap
ICML2025
Metadata Conditioning Accelerates Language Model Pre-training
Summary pending...
language modelspre-trainingmetadata conditioning
ICML2025
Online Sparsification of Bipartite-Like Clusters in Graphs
Summary pending...
bipartite-like componentssparsificationonline algorithms
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
The Devil Is in the Details: Tackling Unimodal Spurious Correlations for Generalizable Multimodal Reward Models
Summary pending...
Multimodal Reward ModelGeneralizationSpurious Correlations
ICML2025
Upcycling Text-to-Image Diffusion Models for Multi-Task Capabilities
Summary pending...
multi-task learningupcyclingdiffusion models
ICML2025
Flopping for FLOPs: Leveraging Equivariance for Computational Efficiency
Summary pending...
Equivarianceefficiencyscalable
ICML2025
Provably Cost-Sensitive Adversarial Defense via Randomized Smoothing
Summary pending...
Certificationcost-sensitive learning
ICML2025
MONA: Myopic Optimization with Non-myopic Approval Can Mitigate Multi-step Reward Hacking
Summary pending...
AI AlignmentMyopic OptimizationReinforcement Learning
ICML2025
Protein Structure Tokenization: Benchmarking and New Recipe
Summary pending...
protein structure tokenizationbenchmarkingVQ-VAE
ICML2025
LAuReL: Learned Augmented Residual Layer
Summary pending...
residual connectionskip connectionresidual layer
ICML2025
Towards Theoretical Understanding of Sequential Decision Making with Preference Feedback
Summary pending...
preference-basedsequential decision makingpreference feedback
ICML2025
Square$\chi$PO: Differentially Private and Robust $\chi^2$-Preference Optimization in Offline Direct Alignment
Summary pending...
Offline alignmentgeneral function approximationsdifferential privacy
ICML2025
LIVS: A Pluralistic Alignment Dataset for Inclusive Public Spaces
Summary pending...
Pluralistic AlignmentText-to-Image DiffusionIntersectionality
ICML2025
The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models Via Visual Information Steering
Summary pending...
Large Vision-Language ModelHallucination
ICML2025
MathConstruct: Challenging LLM Reasoning with Constructive Proofs
Summary pending...
LLMmathevaluation
ICML2025
The Geometry of Refusal in Large Language Models: Concept Cones and Representational Independence
Summary pending...
Refusal directionsLarge Language ModelActivation Steering