Foundation Models

Do Robot Snakes Dream like Electric Sheep? Investigating the Effects of Architectural Inductive Biases on Hallucination ACL 2025 Do We Know What LLMs Don’t Know? A Study of Consistency in Knowledge Probing EMNLP 2025 DPC: Dual-Prompt Collaboration for Tuning Vision-Language Models CVPR 2025 DPL: Diverse Preference Learning Without A Reference Model NAACL 2025 DPLM-2: A Multimodal Diffusion Protein Language Model ICLR 2025 DrAgent: Empowering Large Language Models as Medical Agents for Multi-hop Medical Reasoning EMNLP 2025 DRBO: Mitigating the Bottleneck Effect via Dynamic Reward Balancing in Multi-reward LLM Optimization EMNLP 2025 Dream to Chat: Model-based Reinforcement Learning on Dialogues with User Belief Modeling EMNLP 2025 DriveDreamer-2: LLM-Enhanced World Models for Diverse Driving Video Generation AAAI 2025 DriveGPT: Scaling Autoregressive Behavior Models for Driving ICML 2025 DrKGC: Dynamic Subgraph Retrieval-Augmented LLMs for Knowledge Graph Completion across General and Biomedical Domains EMNLP 2025 DRUM: Learning Demonstration Retriever for Large MUlti-modal Models ACL 2025 DSBench: How Far Are Data Science Agents from Becoming Data Science Experts? ICLR 2025 DS-LLM: Leveraging Dynamical Systems to Enhance Both Training and Inference of Large Language Models ICLR 2025 DSPO: Direct Score Preference Optimization for Diffusion Model Alignment ICLR 2025 DTDES-KGE: Dual-Teacher Knowledge Distillation with Distinct Embedding Spaces for Knowledge Graph Embeddings EMNLP 2025 Dualformer: Controllable Fast and Slow Thinking by Learning with Randomized Reasoning Traces ICLR 2025 DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads ICLR 2025 DVAGen: Dynamic Vocabulary Augmented Generation EMNLP 2025 DWIM: Towards Tool-aware Visual Reasoning via Discrepancy-aware Workflow Generation & Instruct-Masking Tuning ICCV 2025 DyCodeEval: Dynamic Benchmarking of Reasoning Capabilities in Code Large Language Models Under Data Contamination ICML 2025 DyMO: Training-Free Diffusion Model Alignment with Dynamic Multi-Objective Scheduling CVPR 2025 DynaCode: A Dynamic Complexity-Aware Code Benchmark for Evaluating Large Language Models in Code Generation ACL 2025 Dynamic Evaluation with Cognitive Reasoning for Multi-turn Safety of Large Language Models ACL 2025 Dynamic Parallel Tree Search for Efficient LLM Reasoning ACL 2025