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Large Language Models

9067 directly classified papers

Papers per year

Papers

MicLog: Towards Accurate and Efficient LLM-based Log Parsing via Progressive Meta In-Context Learning AAAI 2026

AMS-IO-Bench and AMS-IO-Agent: Benchmarking and Structured Reasoning for Analog and Mixed-Signal Integrated Circuit Input/Output Design AAAI 2026

Enhancing Retrieval-Augmented Large Vision Language Models via Knowledge Conflict Mitigation AAAI 2026

Video SimpleQA: Towards Factuality Evaluation in Large Video Language Models AAAI 2026

RadarLLM: Empowering Large Language Models to Understand Human Motion from Millimeter-wave Point Cloud Sequence AAAI 2026

CrossVid: A Comprehensive Benchmark for Evaluating Cross-Video Reasoning in Multimodal Large Language Models AAAI 2026

Manipulation Intention Understanding for Zero-Shot Composed Image Retrieval AAAI 2026

VP-Bench: A Comprehensive Benchmark for Visual Prompting in Multimodal Large Language Models AAAI 2026

HISE-KT: Synergizing Heterogeneous Information Networks and LLMs for Explainable Knowledge Tracing with Meta-Path Optimization AAAI 2026

Towards LLM-Empowered Knowledge Tracing via LLM-Student Hierarchical Behavior Alignment in Hyperbolic Space AAAI 2026

Tokenize Once, Recommend Anywhere: Unified Item Tokenization for Multi-domain LLM-based Recommendation AAAI 2026

LLM-Aligned Geographic Item Tokenization for Local-Life Recommendation AAAI 2026

Diagnostic-Guided Dynamic Profile Optimization for LLM-based User Simulators in Sequential Recommendation AAAI 2026

PathMind: A Retrieve-Prioritize-Reason Framework for Knowledge Graph Reasoning with Large Language Models AAAI 2026

MusicRec: Multi-modal Semantic-Enhanced Identifier with Collaborative Signals for Generative Recommendation AAAI 2026

Exploiting Pre-trained Language Model for Cross-city Urban Flow Prediction Guided by Information-theoretic Analysis AAAI 2026

Self-Correction Distillation for Structured Data Question Answering AAAI 2026

Pricing Online LLM Services with Data-Calibrated Stackelberg Routing Game AAAI 2026

ParetoHqD: Fast Offline Multiobjective Alignment of Large Language Models Using Pareto High-Quality Data AAAI 2026

Multigranular Evaluation for Brain Visual Decoding AAAI 2026

Reconstruction Attack-Resistant Inference Paradigm for LLM Cloud Services AAAI 2026

ELSPR: Evaluator LLM Training Data Self-Purification on Non-Transitive Preferences via Tournament Graph Reconstruction AAAI 2026

SITA: A Framework for Structure-to-Instance Theorem Autoformalization AAAI 2026

Discovering Latent Facts from Context to Construct Richer Open Knowledge Graphs AAAI 2026

Beyond ReAct: A Planner-Centric Framework for Complex Tool-Augmented LLM Reasoning AAAI 2026