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Foundation Models

4845 directly classified papers

Papers per year

Papers

Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance AAAI 2026

Seeing Is Believing: Rich-Context Hallucination Detection for MLLMs via Backward Visual Grounding AAAI 2026

OW-Rep: Open World Object Detection with Instance Representation Learning WACV 2026

Kronos: A Foundation Model for the Language of Financial Markets AAAI 2026

Learning from Reasoning Failures via Synthetic Data Generation AAAI 2026

Beyond MSE: Ordinal Cross-Entropy for Probabilistic Time Series Forecasting AAAI 2026

Credal Ensemble Distillation for Uncertainty Quantification AAAI 2026

LiViBench: An Omnimodal Benchmark for Interactive Livestream Video Understanding AAAI 2026

Bi-level Personalization for Federated Foundation Models: A Task-vector Aggregation Approach AAAI 2026

PRISM: Privacy-Aware Routing for Adaptive Cloud–Edge LLM Inference via Semantic Sketch Collaboration AAAI 2026

FUSE: Fine-Grained and Semantic-Aware Learning for Unified Image Understanding and Generation AAAI 2026

Differentially Private Subspace Fine-Tuning for Large Language Models AAAI 2026

What, Whether and How? Unveiling Process Reward Models for Thinking with Images Reasoning AAAI 2026

ParaDySe: A Parallel Strategy Switching Framework for Dynamic Sequences in Transformer-based Large Language Models AAAI 2026

Prototype Entropy Alignment: Reinforcing Structured Uncertainty in LLM Reasoning AAAI 2026

Transferable Model-agnostic Vision-Language Model Adaptation for Efficient Weak-to-Strong Generalization AAAI 2026

Measuring the Symbolic Power of Languages with LLM-based Multilingual Persuasion Simulation EACL 2026

Zero-Shot Robotic Manipulation via 3D Gaussian Splatting-Enhanced Multimodal Retrieval-Augmented Generation AAAI 2026

Learning When to Personalize: LLM Based Playlist Generation via Query Taxonomy and Classification EACL 2026

Aladdin-FTI @ AMIYA Three Wishes for Arabic NLP: Fidelity, Diglossia, and Multidialectal Generation EACL 2026

A Knowledge Compilation Map for Quantum Information AAAI 2026

FIRM-MoE:Fine-GrainedExpert Decomposition for Resource-Adaptive MoE Inference AAAI 2026

TPR: A Training Procedure Representation to Augment XR Simulations with LLMs AAAI 2026

ST-VLM: A Spatial-to-Image Multimodal Spatial-Temporal Prediction Framework with Vision-Language Model AAAI 2026

Logic Haystacks: Probing LLMs’ Long-Context Logical Reasoning (Without Easily Identifiable Unrelated Padding) EACL 2026