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Collections including paper arxiv:2511.22570

Deepseek Papers

Deepseek papers collection

DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior

Paper • 2310.16818 • Published Oct 25, 2023 • 33
DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Paper • 2401.02954 • Published Jan 5, 2024 • 56
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 62
DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Paper • 2401.14196 • Published Jan 25, 2024 • 73

DeepSeek Research Papers

This Collection contains all DeepSeek Research Papers

DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning

Paper • 2511.22570 • Published Nov 27, 2025 • 95
DeepSeek-OCR: Contexts Optical Compression

Paper • 2510.18234 • Published Oct 21, 2025 • 94
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22, 2025 • 452
Insights into DeepSeek-V3: Scaling Challenges and Reflections on Hardware for AI Architectures

Paper • 2505.09343 • Published May 14, 2025 • 77

reasoning evaluation

DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning

Paper • 2511.22570 • Published Nov 27, 2025 • 95

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 231
Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models

Paper • 2511.23319 • Published Nov 28, 2025 • 24
Focused Chain-of-Thought: Efficient LLM Reasoning via Structured Input Information

Paper • 2511.22176 • Published Nov 27, 2025 • 5
FedRE: A Representation Entanglement Framework for Model-Heterogeneous Federated Learning

Paper • 2511.22265 • Published Nov 27, 2025 • 2

Scaling Agent Learning via Experience Synthesis

Paper • 2511.03773 • Published Nov 5, 2025 • 83
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

Paper • 2511.21689 • Published Nov 26, 2025 • 128
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Paper • 2601.05242 • Published Jan 8 • 232
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Agent Safety & Alignment

AI agent security: prompt injection defense, jailbreak detection, guardrails, constitutional AI, zero trust architecture.

meta-llama/Llama-Guard-3-8B

Text Generation • 8B • Updated Oct 11, 2024 • 67.9k • • 298
Jailbroken: How Does LLM Safety Training Fail?

Paper • 2307.02483 • Published Jul 5, 2023 • 16
Constitutional AI: Harmlessness from AI Feedback

Paper • 2212.08073 • Published Dec 15, 2022 • 4
Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Paper • 2312.06674 • Published Dec 7, 2023 • 9

LLM-System2-Reasoning

DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning

Paper • 2511.22570 • Published Nov 27, 2025 • 95

reasoning_model

OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe

Paper • 2511.16334 • Published Nov 20, 2025 • 96
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning

Paper • 2509.07980 • Published Sep 9, 2025 • 105
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute

Paper • 2509.04475 • Published Aug 30, 2025 • 3
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published Dec 1, 2025 • 106

Rank-GRPO: Training LLM-based Conversational Recommender Systems with Reinforcement Learning

Paper • 2510.20150 • Published Oct 23, 2025 • 7
Tiny Model, Big Logic: Diversity-Driven Optimization Elicits Large-Model Reasoning Ability in VibeThinker-1.5B

Paper • 2511.06221 • Published Nov 9, 2025 • 134
We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning

Paper • 2508.10433 • Published Aug 14, 2025 • 146
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published Dec 1, 2025 • 106

Deepseek Papers

Deepseek papers collection

DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior

Paper • 2310.16818 • Published Oct 25, 2023 • 33
DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Paper • 2401.02954 • Published Jan 5, 2024 • 56
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 62
DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Paper • 2401.14196 • Published Jan 25, 2024 • 73

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

DeepSeek Research Papers

This Collection contains all DeepSeek Research Papers

DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning

Paper • 2511.22570 • Published Nov 27, 2025 • 95
DeepSeek-OCR: Contexts Optical Compression

Paper • 2510.18234 • Published Oct 21, 2025 • 94
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22, 2025 • 452
Insights into DeepSeek-V3: Scaling Challenges and Reflections on Hardware for AI Architectures

Paper • 2505.09343 • Published May 14, 2025 • 77

Agent Safety & Alignment

AI agent security: prompt injection defense, jailbreak detection, guardrails, constitutional AI, zero trust architecture.

meta-llama/Llama-Guard-3-8B

Text Generation • 8B • Updated Oct 11, 2024 • 67.9k • • 298
Jailbroken: How Does LLM Safety Training Fail?

Paper • 2307.02483 • Published Jul 5, 2023 • 16
Constitutional AI: Harmlessness from AI Feedback

Paper • 2212.08073 • Published Dec 15, 2022 • 4
Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Paper • 2312.06674 • Published Dec 7, 2023 • 9

reasoning evaluation

DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning

Paper • 2511.22570 • Published Nov 27, 2025 • 95

LLM-System2-Reasoning

DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning

Paper • 2511.22570 • Published Nov 27, 2025 • 95

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 231
Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models

Paper • 2511.23319 • Published Nov 28, 2025 • 24
Focused Chain-of-Thought: Efficient LLM Reasoning via Structured Input Information

Paper • 2511.22176 • Published Nov 27, 2025 • 5
FedRE: A Representation Entanglement Framework for Model-Heterogeneous Federated Learning

Paper • 2511.22265 • Published Nov 27, 2025 • 2

reasoning_model

OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe

Paper • 2511.16334 • Published Nov 20, 2025 • 96
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning

Paper • 2509.07980 • Published Sep 9, 2025 • 105
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute

Paper • 2509.04475 • Published Aug 30, 2025 • 3
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published Dec 1, 2025 • 106

Scaling Agent Learning via Experience Synthesis

Paper • 2511.03773 • Published Nov 5, 2025 • 83
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

Paper • 2511.21689 • Published Nov 26, 2025 • 128
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Paper • 2601.05242 • Published Jan 8 • 232
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42

Rank-GRPO: Training LLM-based Conversational Recommender Systems with Reinforcement Learning

Paper • 2510.20150 • Published Oct 23, 2025 • 7
Tiny Model, Big Logic: Diversity-Driven Optimization Elicits Large-Model Reasoning Ability in VibeThinker-1.5B

Paper • 2511.06221 • Published Nov 9, 2025 • 134
We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning

Paper • 2508.10433 • Published Aug 14, 2025 • 146
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published Dec 1, 2025 • 106

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