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Foundation Models

4845 directly classified papers

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Papers

QiMeng-Kernel: Macro-Thinking Micro-Coding Paradigm for LLM-Based High-Performance GPU Kernel Generation AAAI 2026

S-DAG: A Subject-Based Directed Acyclic Graph for Multi-Agent Heterogeneous Reasoning AAAI 2026

W2S-AlignTree: Weak-to-Strong Inference-Time Alignment for Large Language Models via Monte Carlo Tree Search AAAI 2026

Graph of Verification: Structured Verification of LLM Reasoning with Directed Acyclic Graphs AAAI 2026

Efficient and Adaptive Simultaneous Speech Translation with Fully Unidirectional Architecture AAAI 2026

GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning AAAI 2026

Harnessing the Unseen: The Hidden Influence of Intrinsic Knowledge in Long-Context Language Models AAAI 2026

Benchmarking LLMs’ Mathematical Reasoning with Unseen Random Variables Questions AAAI 2026

Long-form RewardBench: Evaluating Reward Models for Long-form Generation AAAI 2026

Efficient Reasoning for Large Reasoning Language Models via Certainty-Guided Reflection Suppression AAAI 2026

TrinityDNA: A Bio-Inspired Foundational Model for Efficient Long-Sequence DNA Modeling AAAI 2026

Equivariant Atomic and Lattice Modeling Using Geometric Deep Learning for Crystal Structure Optimization AAAI 2026

SAGE: Spuriousness-Aware Guided Prompt Exploration for Mitigating Multimodal Bias AAAI 2026

GraFT: Infusing Pre-trained Transformers with Relational Structure for Time Series Forecasting AAAI 2026

Learning Optimal Prompt Ensemble for Multi-source Visual Prompt Transfer AAAI 2026

MMhops-R1: Multimodal Multi-hop Reasoning AAAI 2026

PPGPT: Transferring Next-Token Modeling from Language to PPG Signals AAAI 2026

Leveraging Image as Compressed Visual Prompt and Hierarchical Visual Knowledge for Effective Image Utilization in MLLMs AAAI 2026

FRoD: Full-Rank Efficient Fine-Tuning with Rotational Degrees for Fast Convergence AAAI 2026

AdaReason: Progressive Training of Multi-LoRA Adapters for Budget-Adaptive Language Reasoning Models AAAI 2026

Transformers in Pseudo-Random Number Generation: A Dual Perspective on Theory and Practice AAAI 2026

Generalizing Vision-Language Models with Dedicated Prompt Guidance AAAI 2026

Scaling Law for Large Wireless Models AAAI 2026

TIMA: Text-Image Mutual Awareness for Balancing Zero-Shot Adversarial Robustness and Generalization Ability AAAI 2026

OmniScale: Scaling Any Modality Model Training with Model-Centric Distributed Recipe Zoo AAAI 2026