Foundation Models

In-Context Fine-Tuning for Time-Series Foundation Models ICML 2025 In-context Time Series Predictor ICLR 2025 Incremental Summarization for Customer Support via Progressive Note-Taking and Agent Feedback EMNLP 2025 In-Domain African Languages Translation Using LLMs and Multi-armed Bandits ACL 2025 INDOORWORLD : Integrating Physical Task Solving and Social Simulation in A Heterogeneous Multi-Agent Environment EMNLP 2025 Inductive Learning of Logical Theories with LLMs: A Expressivity-graded Analysis AAAI 2025 Inductive Linguistic Reasoning with Large Language Models ACL 2025 Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models EMNLP 2025 Inefficiencies of Meta Agents for Agent Design EMNLP 2025 Inference-Time Decomposition of Activations (ITDA): A Scalable Approach to Interpreting Large Language Models ICML 2025 InfiMM-WebMath-40B: Advancing Multimodal Pre-Training for Enhanced Mathematical Reasoning EMNLP 2025 Information Density Principle for MLLM Benchmarks ICCV 2025 Information-Theoretic and Prompt-Based Evaluation of Discourse Connective Edits in Instructional Text Revisions EMNLP 2025 InfoSAM: Fine-Tuning the Segment Anything Model from An Information-Theoretic Perspective ICML 2025 Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey EMNLP 2025 Injecting Frame Semantics into Large Language Models via Prompt-Based Fine-Tuning EMNLP 2025 Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking ACL 2025 Innovative Thinking, Infinite Humor: Humor Research of Large Language Models through Structured Thought Leaps ICLR 2025 In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents ACL 2025 InsightEdit: Towards Better Instruction Following for Image Editing CVPR 2025 INS-MMBench: A Comprehensive Benchmark for Evaluating LVLMs' Performance in Insurance ICCV 2025 Instruct2See: Learning to Remove Any Obstructions Across Distributions ICML 2025 Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy ICLR 2025 Instruction-Augmented Long-Horizon Planning: Embedding Grounding Mechanisms in Embodied Mobile Manipulation AAAI 2025 InstructionCP: A Simple yet Effective Approach for Transferring Large Language Models to Target Languages ACL 2025