Papers

12094 papers

ICLR2024

Uncertainty-aware Graph-based Hyperspectral Image Classification

Summary pending...

Uncertainty QuantificationGraphHyperspectral Image Classification
ICLR2024

Realistic Evaluation of Semi-supervised Learning Algorithms in Open Environments

Summary pending...

Semi-Supervised Learning; Robustness; Open Environments
ICLR2024

sRGB Real Noise Modeling via Noise-Aware Sampling with Normalizing Flows

Summary pending...

sRGB real noise modelingNormalizing flowLow-level vision
ICLR2024

Pushing Boundaries: Mixup's Influence on Neural Collapse

Summary pending...

mixupneural collapseunconstrained features model
ICLR2024

The Hedgehog & the Porcupine: Expressive Linear Attentions with Softmax Mimicry

Summary pending...

linear attentiontransformers
ICLR2024

Rotation Has Two Sides: Evaluating Data Augmentation for Deep One-class Classification

Summary pending...

self-supervised learningdeep one-class cilassification
ICLR2024

Enhancing Instance-Level Image Classification with Set-Level Labels

Summary pending...

set-level labelsfast excess risk raterepresentation learning
ICLR2024

Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs

Summary pending...

BiasFairnessLLM
ICLR2024

Repeated Random Sampling for Minimizing the Time-to-Accuracy of Learning

Summary pending...

data pruningdataset distillationrandom sampling
ICLR2024

PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization

Summary pending...

Large Language ModelsExpert-level Prompt OptimizationStrategic Planning
ICLR2024

Federated Q-Learning: Linear Regret Speedup with Low Communication Cost

Summary pending...

Federated LearningReinforcement LearningQ-Learning
ICLR2024

Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference

Summary pending...

Selection BiasNeighborhood effectRecommender system
ICLR2024

Dichotomy of Early and Late Phase Implicit Biases Can Provably Induce Grokking

Summary pending...

grokkingimplicit biasmargin
ICLR2024

Transformer-VQ: Linear-Time Transformers via Vector Quantization

Summary pending...

TransformerTransformer DecoderDecoder-Only Transformer
ICLR2024

Training Diffusion Models with Reinforcement Learning

Summary pending...

reinforcement learningRLHFdiffusion models
ICLR2024

Doubly Robust Instance-Reweighted Adversarial Training

Summary pending...

adversarial trainingdistributionally robust optimizationbilevel optimization
ICLR2024

Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in Transformers

Summary pending...

relational representation learningattentiontransformers
ICLR2024

In-Context Learning through the Bayesian Prism

Summary pending...

In-context LearningTransformersInductive Biases
ICLR2024

Safe Collaborative Filtering

Summary pending...

recommender systemscollaborative filteringscalability
ICLR2024

GraphChef: Decision-Tree Recipes to Explain Graph Neural Networks

Summary pending...

Graph Neural NetworksGNNExplainability