Papers
12094 papers
ICLR2024
Understanding Expressivity of GNN in Rule Learning
Summary pending...
Graph Neural NetworksKG reasoningLink prediction
ICLR2024
Unmasking and Improving Data Credibility: A Study with Datasets for Training Harmless Language Models
Summary pending...
Label errorsdataset cleaningAI safety
ICLR2024
Correlated Noise Provably Beats Independent Noise for Differentially Private Learning
Summary pending...
differentially private optimizationstochastic gradient descentlinear regression theory
ICLR2024
Image Clustering Conditioned on Text Criteria
Summary pending...
image clusteringvision-language modelslarge language models
ICLR2024
Non-negative Contrastive Learning
Summary pending...
Contrastive LearningRepresentation LearningSelf-supervised Learning
ICLR2024
Understanding Domain Generalization: A Noise Robustness Perspective
Summary pending...
out-of-distribution generalizationdistribution shiftsspurious correlation
ICLR2024
DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models
Summary pending...
Influence functionData valuation
ICLR2024
Flag Aggregator: Scalable Distributed Training under Failures and Augmented Losses using Convex Optimization
Summary pending...
RobustAggregationDistributed
ICLR2024
Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal Learning
Summary pending...
multimodal learninginformation bottlenecksentiment analysis
ICLR2024
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement
Summary pending...
language modelnatural language processinginductive reasoning
ICLR2024
Training-free Multi-objective Diffusion Model for 3D Molecule Generation
Summary pending...
Multi-objective Diffusion Model3D Molecule
ICLR2024
Beyond Vanilla Variational Autoencoders: Detecting Posterior Collapse in Conditional and Hierarchical Variational Autoencoders
Summary pending...
variational autoencodersposterior collapse
ICLR2024
What Algorithms can Transformers Learn? A Study in Length Generalization
Summary pending...
length generalizationsystematic generalizationunderstanding
ICLR2024
Ensemble Distillation for Unsupervised Constituency Parsing
Summary pending...
Constituency ParsingUnsupervised Grammar InductionKnowledge Distillation
ICLR2024
ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search
Summary pending...
Large Language ModelTool UseTree Search
ICLR2024
Enhancing Transfer Learning with Flexible Nonparametric Posterior Sampling
Summary pending...
Transfer LearningNonparametric LearningBayesian Neural Network
ICLR2024
Provably Efficient Iterated CVaR Reinforcement Learning with Function Approximation and Human Feedback
Summary pending...
Reinforcement LearningIterated CVaRLearning Theory
ICLR2024
The Devil is in the Neurons: Interpreting and Mitigating Social Biases in Language Models
Summary pending...
Interpretable social bias
ICLR2024
Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts
Summary pending...
Mixture of ExpertsMaximum Likelihood EstimationVoronoi Loss Function
ICLR2024
Confidence-aware Reward Optimization for Fine-tuning Text-to-Image Models
Summary pending...
text-to-image generationoveroptimizationconfidence calibration