Papers

12094 papers

ICLR2025

Fictitious Synthetic Data Can Improve LLM Factuality via Prerequisite Learning

Summary pending...

Hallucinationsinstruction-tuning
ICLR2025

Provence: efficient and robust context pruning for retrieval-augmented generation

Summary pending...

retrieval-augmented generationcontext pruningquestion answering
ICLR2025

Test-time Adaptation for Cross-modal Retrieval with Query Shift

Summary pending...

Test-time adaptationCross-modal retrievalQuery shift
ICLR2025

Instant Policy: In-Context Imitation Learning via Graph Diffusion

Summary pending...

In-context Imitation LearningRobotic ManipulationGraph Neural Networks
ICLR2025

MGCFNN: A Neural MultiGrid Solver with Novel Fourier Neural Network for High Wave Number Helmholtz Equations

Summary pending...

neural multigrid solverFourier transformHelmholtz equations
ICLR2025

ReCogLab: a framework testing relational reasoning & cognitive hypotheses on LLMs

Summary pending...

Congitive ScienceLarge Language ModelsDatasets
ICLR2025

Action abstractions for amortized sampling

Summary pending...

GFlowNetsamortized samplershierarchical planning
ICLR2025

Safety Representations for Safer Policy Learning

Summary pending...

Reinforcement LearningSafe ExplorationRepresentation Learning
ICLR2025

AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents

Summary pending...

Computer ControlAutonomous AgentsLLMs
ICLR2025

How Learnable Grids Recover Fine Detail in Low Dimensions: A Neural Tangent Kernel Analysis of Multigrid Parametric Encodings

Summary pending...

neural tangent kernelcompute graphicsscientific computing
ICLR2025

AutoG: Towards automatic graph construction from tabular data

Summary pending...

Graph machine learningAutomatic data scienceApplications of large language models
ICLR2025

Decoupling Angles and Strength in Low-rank Adaptation

Summary pending...

parameter efficient finetuningtransfer learningcomputer vision
ICLR2025

Retri3D: 3D Neural Graphics Representation Retrieval

Summary pending...

Neural Graphics Representation; 3D Retrieval; Database
ICLR2025

Interaction Asymmetry: A General Principle for Learning Composable Abstractions

Summary pending...

disentanglementcompositional generalizationrepresentation learning
ICLR2025

dEBORA: Efficient Bilevel Optimization-based low-Rank Adaptation

Summary pending...

bilevel optimizationparameter efficient fine-tuninglow-rank
ICLR2025

Deconstructing What Makes a Good Optimizer for Autoregressive Language Models

Summary pending...

optimizationLLMslanguage models
ICLR2025

Brain-inspired $L_p$-Convolution benefits large kernels and aligns better with visual cortex

Summary pending...

Lp-ConvolutionReceptive FieldMultivariate p-generalized normal distribution
ICLR2025

Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages

Summary pending...

MultilingualMultimodalLLMs
ICLR2025

Can LLMs Really Learn to Translate a Low-Resource Language from One Grammar Book?

Summary pending...

llmstranslationlow-resource
ICLR2025

Exponential Topology-enabled Scalable Communication in Multi-agent Reinforcement Learning

Summary pending...

multi-agent reinforcement learningcommunication