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Foundation Models

4845 directly classified papers

Papers per year

Papers

Provably Transformers Harness Multi-Concept Word Semantics for Efficient In-Context Learning NIPS 2024
ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification NIPS 2024
Improving Context-Aware Preference Modeling for Language Models NIPS 2024
Towards Global Optimal Visual In-Context Learning Prompt Selection NIPS 2024
Lexicon3D: Probing Visual Foundation Models for Complex 3D Scene Understanding NIPS 2024
Many-Shot In-Context Learning NIPS 2024
Multi-modal Transfer Learning between Biological Foundation Models NIPS 2024
Free Lunch in Pathology Foundation Model: Task-specific Model Adaptation with Concept-Guided Feature Enhancement NIPS 2024
Lumen: Unleashing Versatile Vision-Centric Capabilities of Large Multimodal Models NIPS 2024
Measuring Progress in Dictionary Learning for Language Model Interpretability with Board Game Models NIPS 2024
Learning Frequency-Adapted Vision Foundation Model for Domain Generalized Semantic Segmentation NIPS 2024
Approximation Rate of the Transformer Architecture for Sequence Modeling NIPS 2024
Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction NIPS 2024
Retrieval-Augmented Diffusion Models for Time Series Forecasting NIPS 2024
Are More LLM Calls All You Need? Towards the Scaling Properties of Compound AI Systems NIPS 2024
FasterDiT: Towards Faster Diffusion Transformers Training without Architecture Modification NIPS 2024
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models NIPS 2024
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion NIPS 2024
Understanding and Minimising Outlier Features in Transformer Training NIPS 2024
SM3-Text-to-Query: Synthetic Multi-Model Medical Text-to-Query Benchmark NIPS 2024
Molecule Design by Latent Prompt Transformer NIPS 2024
Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought NIPS 2024
EvoCodeBench: An Evolving Code Generation Benchmark with Domain-Specific Evaluations NIPS 2024
Are Language Models Actually Useful for Time Series Forecasting? NIPS 2024
GraphVis: Boosting LLMs with Visual Knowledge Graph Integration NIPS 2024