Papers

12094 papers

ICLR2024

LitCab: Lightweight Language Model Calibration over Short- and Long-form Responses

Summary pending...

calibrationhallucinationlarge language model
ICLR2024

Assessing Uncertainty in Similarity Scoring: Performance & Fairness in Face Recognition

Summary pending...

UncertaintyFaceRecognition
ICLR2024

Selective Visual Representations Improve Convergence and Generalization for Embodied AI

Summary pending...

Embodied-AITask-conditioned RepresentationsVisual Navigation
ICLR2024

Kosmos-G: Generating Images in Context with Multimodal Large Language Models

Summary pending...

Diffusion ModelsVision-LanguageMultimodal Large Language Model
ICLR2024

Neural Spectral Methods: Self-supervised learning in the spectral domain

Summary pending...

Machine learning for PDEsspectral methodsneural network differentiation
ICLR2024

Retrieval meets Long Context Large Language Models

Summary pending...

Large Language ModelsLong Context WindowRetrieval
ICLR2024

SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs

Summary pending...

question answeringlarge language modelretrieval
ICLR2024

The Effective Horizon Explains Deep RL Performance in Stochastic Environments

Summary pending...

reinforcement learningeffective horizonRL theory
ICLR2024

Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning

Summary pending...

large language models (LLM)feature learningtext attributed graphs (TAG)
ICLR2024

Seeking Neural Nuggets: Knowledge Transfer in Large Language Models from a Parametric Perspective

Summary pending...

Parametric Knowledge TransferLarge Language Model
ICLR2024

RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems

Summary pending...

large language modelcode completionbenchmark
ICLR2024

Mechanistically analyzing the effects of fine-tuning on procedurally defined tasks

Summary pending...

Fine-TuningInterpretabilityMechanisms
ICLR2024

Diagnosing Transformers: Illuminating Feature Spaces for Clinical Decision-Making

Summary pending...

fine-tuningtransformer-based language modelsfeature analysis
ICLR2024

A Good Learner can Teach Better: Teacher-Student Collaborative Knowledge Distillation

Summary pending...

Knowledge DistillationMeta-Knowledge DistillationPolicy-driven Knowledge Distillation
ICLR2024

Addressing Loss of Plasticity and Catastrophic Forgetting in Continual Learning

Summary pending...

catastrophic forgettingloss of plasticityplasticity
ICLR2024

On Representation Complexity of Model-based and Model-free Reinforcement Learning

Summary pending...

model-based and model-free RLrepresentation complexitycircuit complexity
ICLR2024

Chain of Hindsight aligns Language Models with Feedback

Summary pending...

Reinforcement LearningReinforcement Learning from Human FeedbackRLHF
ICLR2024

RingAttention with Blockwise Transformers for Near-Infinite Context

Summary pending...

Language ModelLarge ContextTransformers
ICLR2024

Fair and Efficient Contribution Valuation for Vertical Federated Learning

Summary pending...

Vertical federated learningContribution valuationFairness
ICLR2024

RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval

Summary pending...

Retrieval Augmented Language ModelsInformation Retrievalsummarization