Papers
12094 papers
ICML2025
Teaching Transformers Causal Reasoning through Axiomatic Training
Summary pending...
CausalityAxiomsTransformers
ICML2025
Interchangeable Token Embeddings for Extendable Vocabulary and Alpha-Equivalence
Summary pending...
embedding methodsinterchangeable tokensextendable vocabulary
ICML2025
Event-Customized Image Generation
Summary pending...
Customized Image GenerationDiffusion Model
ICML2025
The Canary’s Echo: Auditing Privacy Risks of LLM-Generated Synthetic Text
Summary pending...
privacylanguage modelssynthetic data
ICML2025
Bootstrapping Self-Improvement of Language Model Programs for Zero-Shot Schema Matching
Summary pending...
schema matchinghealthcareLarge Language Models
ICML2025
No Metric to Rule Them All: Toward Principled Evaluations of Graph-Learning Datasets
Summary pending...
data-centric graph learningnetwork datadataset evaluation
ICML2025
Finding Wasserstein Ball Center: Efficient Algorithm and The Applications in Fairness
Summary pending...
Wasserstein barycenterfairness
ICML2025
Learning Single Index Models with Diffusion Priors
Summary pending...
Single index modelsdiffusion priorsinversion of diffusion models
ICML2025
scSSL-Bench: Benchmarking Self-Supervised Learning for Single-Cell Data
Summary pending...
Benchmarkself-supervised learningsingle-cell data
ICML2025
EvoPress: Accurate Dynamic Model Compression via Evolutionary Search
Summary pending...
large language modelscompressionquantization
ICML2025
MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs
Summary pending...
Model MergingEvolutionary AlgorithmsEfficient Methods for Machine Learning
ICML2025
An Efficient Search-and-Score Algorithm for Ancestral Graphs using Multivariate Information Scores for Complex Non-linear and Categorical Data
Summary pending...
causal discoverysearch-and-score structure learninglatent variable
ICML2025
Exploiting Presentative Feature Distributions for Parameter-Efficient Continual Learning of Large Language Models
Summary pending...
large language modelcontinual learninglow-rank adaptation
ICML2025
Are Large Brainwave Foundation Models Capable Yet ? Insights from Fine-Tuning
Summary pending...
Foundation ModelsLarge Brainwave Foundation ModelsBrain-Computer Interface (BCI)
ICML2025
Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model Reliability
Summary pending...
adversarial attackgame theoryadversarial training
ICML2025
One-Step Generalization Ratio Guided Optimization for Domain Generalization
Summary pending...
Domain GeneralizationOptimizationPreconditioning
ICML2025
Jacobian Sparse Autoencoders: Sparsify Computations, Not Just Activations
Summary pending...
Mechanistic InterpretabilitySparse AutoencodersSuperposition
ICML2025
Dynamic Similarity Graph Construction with Kernel Density Estimation
Summary pending...
similarity graphskernel density estimationspectral clustering
ICML2025
ATA: Adaptive Task Allocation for Efficient Resource Management in Distributed Machine Learning
Summary pending...
Multi-Armed BanditUCBadaptive task allocation
ICML2025
Beyond Communication Overhead: A Multilevel Monte Carlo Approach for Mitigating Compression Bias in Distributed Learning
Summary pending...
Distributed LearningCompressed GradientsMultilevel Monte Carlo