Papers

12094 papers

ICLR2025

Refine Knowledge of Large Language Models via Adaptive Contrastive Learning

Summary pending...

Large Language ModelsModel HallucinationModel Alignment
ICLR2025

Efficient Inference for Large Language Model-based Generative Recommendation

Summary pending...

LLM-based Generative RecommendationSpeculative DecodingDecoding Acceleration
ICLR2025

LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA Optimization

Summary pending...

optimizationLoRA
ICLR2025

Heavy-Tailed Diffusion Models

Summary pending...

Generative modelsDiffusion modelsHeavy-Tailed Distributions
ICLR2025

To Trust or Not to Trust? Enhancing Large Language Models' Situated Faithfulness to External Contexts

Summary pending...

Large Language ModelKnowledge ConflictRetrieval Augmented Generation
ICLR2025

Dysca: A Dynamic and Scalable Benchmark for Evaluating Perception Ability of LVLMs

Summary pending...

BenchmarkLarge Vision language ModelPerception Ability
ICLR2025

From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions

Summary pending...

Large Language ModelTool LearningLearning from Experience
ICLR2025

Rethinking Artistic Copyright Infringements In the Era Of Text-to-Image Generative Models

Summary pending...

evaluating copyingcopyrightgenerative ai
ICLR2025

Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Summary pending...

Developmental InterpretabilityMechanistic InterpretabilitySingular Learning Theory
ICLR2025

VLMaterial: Procedural Material Generation with Large Vision-Language Models

Summary pending...

generative modelprocedural materialappearance modeling
ICLR2025

ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities

Summary pending...

Long Context LLMRetrieval-augmented generation
ICLR2025

Unlearning or Obfuscating? Jogging the Memory of Unlearned LLMs via Benign Relearning

Summary pending...

Machine UnlearningLarge Language Model
ICLR2025

CONTRA: Conformal Prediction Region via Normalizing Flow Transformation

Summary pending...

Uncertainty QuantificationConditional Density EstimationConformalized Quantile Regression
ICLR2025

When Prompt Engineering Meets Software Engineering: CNL-P as Natural and Robust "APIs'' for Human-AI Interaction

Summary pending...

large language modelhuman-LLM interactionAPI
ICLR2025

A Theoretical Framework for Partially-Observed Reward States in RLHF

Summary pending...

reinforcement learninglearning theoryreinforcement learning theory
ICLR2025

ZETA: Leveraging $Z$-order Curves for Efficient Top-$k$ Attention

Summary pending...

TransformerIn-context learningLong Context
ICLR2025

Boosting Methods for Interval-censored Data with Regression and Classification

Summary pending...

BoostingFunctional gradient descentInterval-censored data
ICLR2025

ReGenesis: LLMs can Grow into Reasoning Generalists via Self-Improvement

Summary pending...

LLMreasoninggeneralization
ICLR2025

Do Egocentric Video-Language Models Truly Understand Hand-Object Interactions?

Summary pending...

egocentrichand-object interactionvideo-language model
ICLR2025

Needle In A Video Haystack: A Scalable Synthetic Evaluator for Video MLLMs

Summary pending...

video MLLM