Papers
12094 papers
ICLR2024
GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking
Summary pending...
graph neural network explanationsfactual explanationscounterfactual explanations
ICLR2024
Explaining Time Series via Contrastive and Locally Sparse Perturbations
Summary pending...
time seriesexplainabilityperturbation
ICLR2024
SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction
Summary pending...
generative model; video generation; diffusion model
ICLR2024
Fake It Till Make It: Federated Learning with Consensus-Oriented Generation
Summary pending...
Federated learningdata heterogeneity
ICLR2024
Correlated Noise Provably Beats Independent Noise for Differentially Private Learning
Summary pending...
differentially private optimizationstochastic gradient descentlinear regression theory
ICLR2024
Certified Adversarial Robustness for Rate Encoded Spiking Neural Networks
Summary pending...
Spiking Neural NetworksRandomized SmoothingAdversarial Learning
ICLR2024
Language-Interfaced Tabular Oversampling via Progressive Imputation and Self-Authentication
Summary pending...
Tabular dataimbalanced learninglanguage models
ICLR2024
Are Transformers with One Layer Self-Attention Using Low-Rank Weight Matrices Universal Approximators?
Summary pending...
TransformerSelf-AttentionMemorization
ICLR2024
Is attention required for ICL? Exploring the Relationship Between Model Architecture and In-Context Learning Ability
Summary pending...
in-context learningneural architectures
ICLR2024
Learning Thresholds with Latent Values and Censored Feedback
Summary pending...
ThresholdLatent ValueCensored Feedback
ICLR2024
Sum-Product-Set Networks: Deep Tractable Models for Tree-Structured Graphs
Summary pending...
Sum-product networksgraph neural networksprobabilistic circuits
ICLR2024
Looped Transformers are Better at Learning Learning Algorithms
Summary pending...
in-context learningtransformerslooped transformers
ICLR2024
Whittle Index with Multiple Actions and State Constraint for Inventory Management
Summary pending...
MARLInventory ManagementWhittle Index
ICLR2024
MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation
Summary pending...
Benchmark; Few-shot classification; Spurious-correlation shifts
ICLR2024
SafeDreamer: Safe Reinforcement Learning with World Models
Summary pending...
Safe Reinforcement LearningSafeRLWorld Model
ICLR2024
PARL: A Unified Framework for Policy Alignment in Reinforcement Learning from Human Feedback
Summary pending...
Reinforcement LearningPolicy optimizationPolicy alignment
ICLR2024
CAS: A Probability-Based Approach for Universal Condition Alignment Score
Summary pending...
Generative modeldiffusion modelscore-based prior
ICLR2024
Backdoor Contrastive Learning via Bi-level Trigger Optimization
Summary pending...
backdoor attackunsupervised contrastive learning
ICLR2024
How to Fine-Tune Vision Models with SGD
Summary pending...
fine-tuningSGDfreezing layers