Foundation Models

RICo: Refined In-Context Contribution for Automatic Instruction-Tuning Data Selection AAAI 2026 RLKD: Distilling LLMs’ Reasoning via Reinforcement Learning AAAI 2026 Robust-R1: Degradation-Aware Reasoning for Robust Visual Understanding AAAI 2026 RSVG-ZeroOV: Exploring a Training-Free Framework for Zero-Shot Open-Vocabulary Visual Grounding in Remote Sensing Images AAAI 2026 Safe-Unsafe Concept Separation Emerges from a Single Direction in Language Models Activation Space EACL 2026 SAGE: An Agentic Explainer Framework for Interpreting SAE Features in Language Models EACL 2026 SAGE: Spuriousness-Aware Guided Prompt Exploration for Mitigating Multimodal Bias AAAI 2026 SAPO: Self-Adaptive Process Optimization Makes Small Reasoners Stronger AAAI 2026 SCALAR: Scientific Citation-based Live Assessment of Long-context Academic Reasoning EACL 2026 SCALE: Selective Resource Allocation for Overcoming Performance Bottlenecks in Mathematical Test-time Scaling AAAI 2026 Scaling Human-Centric Trustworthy Foundation Model via Advanced Reasoning and Agentic Frameworks AAAI 2026 Scaling Law for Large Wireless Models AAAI 2026 Scaling LLM Speculative Decoding: Non-Autoregressive Forecasting in Large-Batch Scenarios AAAI 2026 Scaling Spatial Intelligence with Multimodal Foundation Models CVPR 2026 Schema-Guided Event Reasoning: A Plug-and-Play Event Reasoning Framework Based on Large Language Models AAAI 2026 SciDataMAS: LLM-Driven MAS for Scientific Data Management (Student Abstract) AAAI 2026 Science Across Languages: Assessing LLM Multilingual Translation of Scientific Papers EACL 2026 SciRAG: Adaptive, Citation-Aware, and Outline-Guided Retrieval and Synthesis for Scientific Literature EACL 2026 S-DAG: A Subject-Based Directed Acyclic Graph for Multi-Agent Heterogeneous Reasoning AAAI 2026 Seeing Is Believing: Rich-Context Hallucination Detection for MLLMs via Backward Visual Grounding AAAI 2026 See, Think, Learn: A Self-Taught Multimodal Reasoner WACV 2026 Selfi: Self-improving Reconstruction Engine via 3D Geometric Feature Alignment CVPR 2026 ShoppingBench: A Real-World Intent-Grounded Shopping Benchmark for LLM-based Agents AAAI 2026 Similar Region Search using LLMs on Spatial Feature Space EACL 2026 Skill Path: Unveiling Language Skills from Circuit Graphs AAAI 2026