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GraphRAG Papers

Research relating graphs and GenAI. For discussion, find dedicated threads on https://discord.gg/graphrag

HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking

Paper • 2505.02322 • Published May 5, 2025 • 1
Affordable AI Assistants with Knowledge Graph of Thoughts

Paper • 2504.02670 • Published Apr 3, 2025 • 2
PolyG: Effective and Efficient GraphRAG with Adaptive Graph Traversal

Paper • 2504.02112 • Published Apr 2, 2025 • 2
Retrieval-Augmented Generation with Hierarchical Knowledge

Paper • 2503.10150 • Published Mar 13, 2025 • 2

Research Paper reading

LightRAG: Simple and Fast Retrieval-Augmented Generation

Paper • 2410.05779 • Published Oct 8, 2024 • 27
Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models

Paper • 2512.24618 • Published 8 days ago • 119

LightRAG: Simple and Fast Retrieval-Augmented Generation

Paper • 2410.05779 • Published Oct 8, 2024 • 27

Fraud detection modeling using transformer

about 1 month ago

Tabular Transformers for Modeling Multivariate Time Series

Paper • 2011.01843 • Published Nov 3, 2020 • 2
AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme

Paper • 2305.04468 • Published May 8, 2023
Realistic Synthetic Financial Transactions for Anti-Money Laundering Models

Paper • 2306.16424 • Published Jun 22, 2023
Challenges and Complexities in Machine Learning based Credit Card Fraud Detection

Paper • 2208.10943 • Published Aug 20, 2022

Final_Selected_Papers

LLMs + Persona-Plug = Personalized LLMs

Paper • 2409.11901 • Published Sep 18, 2024 • 35
LightRAG: Simple and Fast Retrieval-Augmented Generation

Paper • 2410.05779 • Published Oct 8, 2024 • 27
SmolVLM: Redefining small and efficient multimodal models

Paper • 2504.05299 • Published Apr 7, 2025 • 202
PPTAgent: Generating and Evaluating Presentations Beyond Text-to-Slides

Paper • 2501.03936 • Published Jan 7, 2025 • 23

TradingAgents: Multi-Agents LLM Financial Trading Framework

Paper • 2412.20138 • Published Dec 28, 2024 • 15
Sharing is Caring: Efficient LM Post-Training with Collective RL Experience Sharing

Paper • 2509.08721 • Published Sep 10, 2025 • 661
From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence

Paper • 2511.18538 • Published Nov 23, 2025 • 283
Memory in the Age of AI Agents

Paper • 2512.13564 • Published 24 days ago • 131

LightRAG: Simple and Fast Retrieval-Augmented Generation

Paper • 2410.05779 • Published Oct 8, 2024 • 27
PaperDebugger: A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing

Paper • 2512.02589 • Published Dec 2, 2025 • 68

Project Ideas 2026

SAM 3: Segment Anything with Concepts

Paper • 2511.16719 • Published Nov 20, 2025 • 126
Wan-Move: Motion-controllable Video Generation via Latent Trajectory Guidance

Paper • 2512.08765 • Published 30 days ago • 128
Live Avatar: Streaming Real-time Audio-Driven Avatar Generation with Infinite Length

Paper • 2512.04677 • Published Dec 4, 2025 • 167
LongCat-Image Technical Report

Paper • 2512.07584 • Published about 1 month ago • 18

PretrainZero: Reinforcement Active Pretraining

Paper • 2512.03442 • Published Dec 3, 2025 • 47
UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs

Paper • 2512.03383 • Published Dec 3, 2025 • 4
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

Paper • 2511.21689 • Published Nov 26, 2025 • 112
Nemotron-Flash: Towards Latency-Optimal Hybrid Small Language Models

Paper • 2511.18890 • Published Nov 24, 2025 • 32

MASS: Motion-Aware Spatial-Temporal Grounding for Physics Reasoning and Comprehension in Vision-Language Models

Paper • 2511.18373 • Published Nov 23, 2025 • 5
Multi-Agent Deep Research: Training Multi-Agent Systems with M-GRPO

Paper • 2511.13288 • Published Nov 17, 2025 • 17
Chain-of-Visual-Thought: Teaching VLMs to See and Think Better with Continuous Visual Tokens

Paper • 2511.19418 • Published Nov 24, 2025 • 28
SAM 3: Segment Anything with Concepts

Paper • 2511.16719 • Published Nov 20, 2025 • 126

GraphRAG Papers

Research relating graphs and GenAI. For discussion, find dedicated threads on https://discord.gg/graphrag

HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking

Paper • 2505.02322 • Published May 5, 2025 • 1
Affordable AI Assistants with Knowledge Graph of Thoughts

Paper • 2504.02670 • Published Apr 3, 2025 • 2
PolyG: Effective and Efficient GraphRAG with Adaptive Graph Traversal

Paper • 2504.02112 • Published Apr 2, 2025 • 2
Retrieval-Augmented Generation with Hierarchical Knowledge

Paper • 2503.10150 • Published Mar 13, 2025 • 2

TradingAgents: Multi-Agents LLM Financial Trading Framework

Paper • 2412.20138 • Published Dec 28, 2024 • 15
Sharing is Caring: Efficient LM Post-Training with Collective RL Experience Sharing

Paper • 2509.08721 • Published Sep 10, 2025 • 661
From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence

Paper • 2511.18538 • Published Nov 23, 2025 • 283
Memory in the Age of AI Agents

Paper • 2512.13564 • Published 24 days ago • 131

Research Paper reading

LightRAG: Simple and Fast Retrieval-Augmented Generation

Paper • 2410.05779 • Published Oct 8, 2024 • 27
Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models

Paper • 2512.24618 • Published 8 days ago • 119

LightRAG: Simple and Fast Retrieval-Augmented Generation

Paper • 2410.05779 • Published Oct 8, 2024 • 27
PaperDebugger: A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing

Paper • 2512.02589 • Published Dec 2, 2025 • 68

LightRAG: Simple and Fast Retrieval-Augmented Generation

Paper • 2410.05779 • Published Oct 8, 2024 • 27

Project Ideas 2026

SAM 3: Segment Anything with Concepts

Paper • 2511.16719 • Published Nov 20, 2025 • 126
Wan-Move: Motion-controllable Video Generation via Latent Trajectory Guidance

Paper • 2512.08765 • Published 30 days ago • 128
Live Avatar: Streaming Real-time Audio-Driven Avatar Generation with Infinite Length

Paper • 2512.04677 • Published Dec 4, 2025 • 167
LongCat-Image Technical Report

Paper • 2512.07584 • Published about 1 month ago • 18

Fraud detection modeling using transformer

about 1 month ago

Tabular Transformers for Modeling Multivariate Time Series

Paper • 2011.01843 • Published Nov 3, 2020 • 2
AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme

Paper • 2305.04468 • Published May 8, 2023
Realistic Synthetic Financial Transactions for Anti-Money Laundering Models

Paper • 2306.16424 • Published Jun 22, 2023
Challenges and Complexities in Machine Learning based Credit Card Fraud Detection

Paper • 2208.10943 • Published Aug 20, 2022

PretrainZero: Reinforcement Active Pretraining

Paper • 2512.03442 • Published Dec 3, 2025 • 47
UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs

Paper • 2512.03383 • Published Dec 3, 2025 • 4
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

Paper • 2511.21689 • Published Nov 26, 2025 • 112
Nemotron-Flash: Towards Latency-Optimal Hybrid Small Language Models

Paper • 2511.18890 • Published Nov 24, 2025 • 32

Final_Selected_Papers

LLMs + Persona-Plug = Personalized LLMs

Paper • 2409.11901 • Published Sep 18, 2024 • 35
LightRAG: Simple and Fast Retrieval-Augmented Generation

Paper • 2410.05779 • Published Oct 8, 2024 • 27
SmolVLM: Redefining small and efficient multimodal models

Paper • 2504.05299 • Published Apr 7, 2025 • 202
PPTAgent: Generating and Evaluating Presentations Beyond Text-to-Slides

Paper • 2501.03936 • Published Jan 7, 2025 • 23

MASS: Motion-Aware Spatial-Temporal Grounding for Physics Reasoning and Comprehension in Vision-Language Models

Paper • 2511.18373 • Published Nov 23, 2025 • 5
Multi-Agent Deep Research: Training Multi-Agent Systems with M-GRPO

Paper • 2511.13288 • Published Nov 17, 2025 • 17
Chain-of-Visual-Thought: Teaching VLMs to See and Think Better with Continuous Visual Tokens

Paper • 2511.19418 • Published Nov 24, 2025 • 28
SAM 3: Segment Anything with Concepts

Paper • 2511.16719 • Published Nov 20, 2025 • 126

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