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Foundation AI Papers

Curated List of Must-Reads on LLM reasoning at Temus AI team

Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

Paper • 2310.04406 • Published Oct 6, 2023 • 9
Chain-of-Thought Reasoning Without Prompting

Paper • 2402.10200 • Published Feb 15, 2024 • 105
ICDPO: Effectively Borrowing Alignment Capability of Others via In-context Direct Preference Optimization

Paper • 2402.09320 • Published Feb 14, 2024 • 6
Self-Discover: Large Language Models Self-Compose Reasoning Structures

Paper • 2402.03620 • Published Feb 6, 2024 • 115

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 26
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 13
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 43
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 22

How "Real" is Your Real-Time Simultaneous Speech-to-Text Translation System?

Paper • 2412.18495 • Published Dec 24, 2024 • 8
Ultra-Sparse Memory Network

Paper • 2411.12364 • Published Nov 19, 2024 • 22
Effective and Efficient Conversation Retrieval for Dialogue State Tracking with Implicit Text Summaries

Paper • 2402.13043 • Published Feb 20, 2024 • 2
Agent Workflow Memory

Paper • 2409.07429 • Published Sep 11, 2024 • 29

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 9
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 46
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 71
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 38

VideoAgent: Long-form Video Understanding with Large Language Model as Agent

Paper • 2403.10517 • Published Mar 15, 2024 • 34
VideoAgent: A Memory-augmented Multimodal Agent for Video Understanding

Paper • 2403.11481 • Published Mar 18, 2024 • 13
VideoMamba: State Space Model for Efficient Video Understanding

Paper • 2403.06977 • Published Mar 11, 2024 • 28
MovieLLM: Enhancing Long Video Understanding with AI-Generated Movies

Paper • 2403.01422 • Published Mar 3, 2024 • 28

VideoAgent: Long-form Video Understanding with Large Language Model as Agent

Paper • 2403.10517 • Published Mar 15, 2024 • 34
SOTOPIA-π: Interactive Learning of Socially Intelligent Language Agents

Paper • 2403.08715 • Published Mar 13, 2024 • 21
On the Societal Impact of Open Foundation Models

Paper • 2403.07918 • Published Feb 27, 2024 • 17
VideoAgent: A Memory-augmented Multimodal Agent for Video Understanding

Paper • 2403.11481 • Published Mar 18, 2024 • 13

How Far Are We from Intelligent Visual Deductive Reasoning?

Paper • 2403.04732 • Published Mar 7, 2024 • 21
MoAI: Mixture of All Intelligence for Large Language and Vision Models

Paper • 2403.07508 • Published Mar 12, 2024 • 75
DragAnything: Motion Control for Anything using Entity Representation

Paper • 2403.07420 • Published Mar 12, 2024 • 15
Learning and Leveraging World Models in Visual Representation Learning

Paper • 2403.00504 • Published Mar 1, 2024 • 33

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