Papers

12094 papers

ICML2025

Decoupled SGDA for Games with Intermittent Strategy Communication

Summary pending...

minimax gamesDistributed Optimization
ICML2025

High-Fidelity Simultaneous Speech-To-Speech Translation

Summary pending...

audio language modelsspeech translationmultimodal language models
ICML2025

BackSlash: Rate Constrained Optimized Training of Large Language Models

Summary pending...

Model CompressionRate-Distortion OptimizationEntropy Encoding
ICML2025

Variational Learning of Fractional Posteriors

Summary pending...

Variational InferenceFractional Posterior
ICML2025

Noisy SIGNSGD Is More Differentially Private Than You (Might) Think

Summary pending...

differential privacysign-based compressor
ICML2025

Surrogate Prompt Learning: Towards Efficient and Diverse Prompt Learning for Vision-Language Models

Summary pending...

transfer learningprompt learningvision-language model
ICML2025

Extreme Value Policy Optimization for Safe Reinforcement Learning

Summary pending...

constrained RLextreme value theoryconstraint satisfaction
ICML2025

PoisonBench: Assessing Language Model Vulnerability to Poisoned Preference Data

Summary pending...

backdoor attackdata poisoningpreference learning
ICML2025

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization

Summary pending...

attentionself-attentiondeep learning
ICML2025

Feature Shift Localization Network

Summary pending...

feature shift localizationshift detectionshift
ICML2025

LAION-C: An Out-of-Distribution Benchmark for Web-Scale Vision Models

Summary pending...

OODrepresentation learningbenchmark
ICML2025

Propagation of Chaos for Mean-Field Langevin Dynamics and its Application to Model Ensemble

Summary pending...

mean-field neural networkmean-field Langevin dynamicspropagation of chaos
ICML2025

Optimal Auction Design in the Joint Advertising

Summary pending...

Joint AdvertisementAuction DesignBundleNet
ICML2025

Chameleon: A Flexible Data-mixing Framework for Language Model Pretraining and Finetuning

Summary pending...

Data mixtureLLMsleverage score
ICML2025

Pixel-level Certified Explanations via Randomized Smoothing

Summary pending...

explainability robustnessrobustness certificationexplainability
ICML2025

Robust Multimodal Large Language Models Against Modality Conflict

Summary pending...

Multimodal Large Language ModelsModality ConflictHallucinations
ICML2025

Can Large Language Models Understand Intermediate Representations in Compilers?

Summary pending...

Large Language Models (LLMs)Intermediate Representations (IRs)Code Comprehension
ICML2025

On the Duality between Gradient Transformations and Adapters

Summary pending...

memoryefficienttraining
ICML2025

Scalable Approximation Algorithms for $p$-Wasserstein Distance and Its Variants

Summary pending...

p-Wasserstein DistanceOptimal TransportApproximation Algorithms
ICML2025

Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective

Summary pending...

information-theoretic boundsfairnessgeneralization error bounds