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Collections including paper arxiv:2503.14476

Papiers pertinents - Seydoux

Articles liés au Seydoux - Articles related to Seydoux

Single-Rollout Asynchronous Optimization for Agentic Reinforcement Learning

Paper • 2607.07508 • Published Jul 8 • 31
Proximal Policy Optimization Algorithms

Paper • 1707.06347 • Published Jul 20, 2017 • 12
Scaling Laws for Neural Language Models

Paper • 2001.08361 • Published Jan 23, 2020 • 11
Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning

Paper • 2012.13255 • Published Dec 22, 2020 • 6

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 • 127
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 148

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 148
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24, 2025 • 323

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 148
Training language models to follow instructions with human feedback

Paper • 2203.02155 • Published Mar 4, 2022 • 26
Llama 2: Open Foundation and Fine-Tuned Chat Models

Paper • 2307.09288 • Published Jul 18, 2023 • 252
The Llama 3 Herd of Models

Paper • 2407.21783 • Published Jul 31, 2024 • 119

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 148
Proximal Policy Optimization Algorithms

Paper • 1707.06347 • Published Jul 20, 2017 • 12
Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Paper • 2305.18290 • Published May 29, 2023 • 71
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Paper • 2402.03300 • Published Feb 5, 2024 • 149

Strategic Navigation or Stochastic Search? How Agents and Humans Reason Over Document Collections

Paper • 2603.12180 • Published Mar 12 • 65
Flow-OPD: On-Policy Distillation for Flow Matching Models

Paper • 2605.08063 • Published May 8 • 102
Normalizing Trajectory Models

Paper • 2605.08078 • Published May 8 • 15
STARFlow2: Bridging Language Models and Normalizing Flows for Unified Multimodal Generation

Paper • 2605.08029 • Published May 8 • 12

Papers reimplemented

List of research papers, architectures, and techniques reimplemented in LLM-quest or Hugging Face's TRL. Missing: Qwen3.5, Qwen3-Next, GPT-2

VESPO: Variational Sequence-Level Soft Policy Optimization for Stable Off-Policy LLM Training

Paper • 2602.10693 • Published Feb 11 • 222
Reinforced Attention Learning

Paper • 2602.04884 • Published Feb 4 • 30
Learning to Reason in 13 Parameters

Paper • 2602.04118 • Published Feb 4 • 6
LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters

Paper • 2405.17604 • Published May 27, 2024 • 4

Parallel-R1: Towards Parallel Thinking via Reinforcement Learning

Paper • 2509.07980 • Published Sep 9, 2025 • 106
Robot Learning from a Physical World Model

Paper • 2511.07416 • Published Nov 10, 2025 • 32
MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning

Paper • 2511.06805 • Published Nov 10, 2025 • 13
GigaEvo: An Open Source Optimization Framework Powered By LLMs And Evolution Algorithms

Paper • 2511.17592 • Published Nov 17, 2025 • 122

Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 520
When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs

Paper • 2510.07499 • Published Oct 8, 2025 • 49
Improving Context Fidelity via Native Retrieval-Augmented Reasoning

Paper • 2509.13683 • Published Sep 17, 2025 • 8
Multimodal Iterative RAG for Knowledge-Intensive Visual Question Answering

Paper • 2509.00798 • Published Aug 31, 2025 • 1

Papiers pertinents - Seydoux

Articles liés au Seydoux - Articles related to Seydoux

Single-Rollout Asynchronous Optimization for Agentic Reinforcement Learning

Paper • 2607.07508 • Published Jul 8 • 31
Proximal Policy Optimization Algorithms

Paper • 1707.06347 • Published Jul 20, 2017 • 12
Scaling Laws for Neural Language Models

Paper • 2001.08361 • Published Jan 23, 2020 • 11
Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning

Paper • 2012.13255 • Published Dec 22, 2020 • 6

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 148
Proximal Policy Optimization Algorithms

Paper • 1707.06347 • Published Jul 20, 2017 • 12
Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Paper • 2305.18290 • Published May 29, 2023 • 71
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Paper • 2402.03300 • Published Feb 5, 2024 • 149

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 • 127
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Strategic Navigation or Stochastic Search? How Agents and Humans Reason Over Document Collections

Paper • 2603.12180 • Published Mar 12 • 65
Flow-OPD: On-Policy Distillation for Flow Matching Models

Paper • 2605.08063 • Published May 8 • 102
Normalizing Trajectory Models

Paper • 2605.08078 • Published May 8 • 15
STARFlow2: Bridging Language Models and Normalizing Flows for Unified Multimodal Generation

Paper • 2605.08029 • Published May 8 • 12

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 148

Papers reimplemented

List of research papers, architectures, and techniques reimplemented in LLM-quest or Hugging Face's TRL. Missing: Qwen3.5, Qwen3-Next, GPT-2

VESPO: Variational Sequence-Level Soft Policy Optimization for Stable Off-Policy LLM Training

Paper • 2602.10693 • Published Feb 11 • 222
Reinforced Attention Learning

Paper • 2602.04884 • Published Feb 4 • 30
Learning to Reason in 13 Parameters

Paper • 2602.04118 • Published Feb 4 • 6
LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters

Paper • 2405.17604 • Published May 27, 2024 • 4

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 148
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24, 2025 • 323

Parallel-R1: Towards Parallel Thinking via Reinforcement Learning

Paper • 2509.07980 • Published Sep 9, 2025 • 106
Robot Learning from a Physical World Model

Paper • 2511.07416 • Published Nov 10, 2025 • 32
MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning

Paper • 2511.06805 • Published Nov 10, 2025 • 13
GigaEvo: An Open Source Optimization Framework Powered By LLMs And Evolution Algorithms

Paper • 2511.17592 • Published Nov 17, 2025 • 122

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 148
Training language models to follow instructions with human feedback

Paper • 2203.02155 • Published Mar 4, 2022 • 26
Llama 2: Open Foundation and Fine-Tuned Chat Models

Paper • 2307.09288 • Published Jul 18, 2023 • 252
The Llama 3 Herd of Models

Paper • 2407.21783 • Published Jul 31, 2024 • 119

Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 520
When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs

Paper • 2510.07499 • Published Oct 8, 2025 • 49
Improving Context Fidelity via Native Retrieval-Augmented Reasoning

Paper • 2509.13683 • Published Sep 17, 2025 • 8
Multimodal Iterative RAG for Knowledge-Intensive Visual Question Answering

Paper • 2509.00798 • Published Aug 31, 2025 • 1

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