Papers

12094 papers

ICLR2024

Dissecting learning and forgetting in language model finetuning

Summary pending...

language modelsdomain adaptationcatastrophic forgetting
ICLR2024

Causality-Inspired Spatial-Temporal Explanations for Dynamic Graph Neural Networks

Summary pending...

Dynamic GraphGraph ExplanationGraph Neural Network
ICLR2024

What Makes Good Data for Alignment? A Comprehensive Study of Automatic Data Selection in Instruction Tuning

Summary pending...

data selectioninstruction tuninglarge language models
ICLR2024

Towards Cross Domain Generalization of Hamiltonian Representation via Meta Learning

Summary pending...

hamiltonian dynamicscross domain generalizationlearning physics
ICLR2024

Forward Learning with Top-Down Feedback: Empirical and Analytical Characterization

Summary pending...

Forward-only learningBiologically inspired learningArtificial neural networks
ICLR2024

Controlled Text Generation via Language Model Arithmetic

Summary pending...

Controlled text generationLLMNatural Language Processing
ICLR2024

Learning model uncertainty as variance-minimizing instance weights

Summary pending...

loss reweightingepistemic uncertaintybi-level optimization
ICLR2024

Rethinking and Extending the Probabilistic Inference Capacity of GNNs

Summary pending...

graph neural networksexpressivenessapproximate inference
ICLR2024

Generative Judge for Evaluating Alignment

Summary pending...

GenerativeEvaluationAlignment
ICLR2024

Bridging Vision and Language Spaces with Assignment Prediction

Summary pending...

Multimodal learningvision-language tasksfrozen LLMs
ICLR2024

Enhancing Neural Subset Selection: Integrating Background Information into Set Representations

Summary pending...

Neural Set FunctionHierarchical StructureInvariance
ICLR2024

Locality Sensitive Sparse Encoding for Learning World Models Online

Summary pending...

model-based rlonline learningincremental learning
ICLR2024

Beyond Memorization: Violating Privacy via Inference with Large Language Models

Summary pending...

PrivacyLarge Language Models
ICLR2024

Boosting of Thoughts: Trial-and-Error Problem Solving with Large Language Models

Summary pending...

Large Language Models; Prompt Engineering; Boosting Mechanism;
ICLR2024

SaNN: Simple Yet Powerful Simplicial-aware Neural Networks

Summary pending...

Graph Neural NetworksHigher-order Representation LearningSimplicial Complexes
ICLR2024

TabR: Tabular Deep Learning Meets Nearest Neighbors

Summary pending...

tabulartabular dataarchitecture
ICLR2024

On the Learnability of Watermarks for Language Models

Summary pending...

watermarkinglarge language modelsdistillation

On the Tool Manipulation Capability of Open-source Large Language Models

Summary pending...

ACL2024

Can Language Models Serve as Text-Based World Simulators?

Summary pending...

EMNLP2023

Monte Carlo Thought Search: Large Language Model Querying for Complex Scientific Reasoning in Catalyst Design

Summary pending...