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Collections including paper arxiv:2507.02092

Reinforcement learning

Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization

Paper • 2605.15980 • Published May 15 • 34
NGRPO: Negative-enhanced Group Relative Policy Optimization

Paper • 2509.18851 • Published Sep 23, 2025 • 2
CEPO: RLVR Self-Distillation using Contrastive Evidence Policy Optimization

Paper • 2605.19436 • Published May 19 • 13
Delta Attention Residuals

Paper • 2605.18855 • Published May 13 • 7

Transformer-Models

Energy-Based Transformers are Scalable Learners and Thinkers

Paper • 2507.02092 • Published Jul 2, 2025 • 71

Energy-Based Transformers are Scalable Learners and Thinkers

Paper • 2507.02092 • Published Jul 2, 2025 • 71

Representation & Optimization

Understanding about representation sheds light on optimization

Nuclear Norm Regularization for Deep Learning

Paper • 2405.14544 • Published May 23, 2024 • 1
Token embeddings violate the manifold hypothesis

Paper • 2504.01002 • Published Apr 1, 2025 • 2
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers

Paper • 2403.10476 • Published Mar 15, 2024 • 1
ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning

Paper • 2504.00254 • Published Mar 31, 2025 • 1

Architectural Proposals

Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 109
Causal Diffusion Transformers for Generative Modeling

Paper • 2412.12095 • Published Dec 16, 2024 • 23
Tensor Product Attention Is All You Need

Paper • 2501.06425 • Published Jan 11, 2025 • 91
TransMLA: Multi-head Latent Attention Is All You Need

Paper • 2502.07864 • Published Feb 11, 2025 • 69

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 • 30
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

Energy-Based Transformers are Scalable Learners and Thinkers

Paper • 2507.02092 • Published Jul 2, 2025 • 71
MOSPA: Human Motion Generation Driven by Spatial Audio

Paper • 2507.11949 • Published Jul 16, 2025 • 25
Sound and Complete Neuro-symbolic Reasoning with LLM-Grounded Interpretations

Paper • 2507.09751 • Published Jul 13, 2025 • 2
Geometry Forcing: Marrying Video Diffusion and 3D Representation for Consistent World Modeling

Paper • 2507.07982 • Published Jul 10, 2025 • 34

Energy-Based Transformers are Scalable Learners and Thinkers

Paper • 2507.02092 • Published Jul 2, 2025 • 71

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 • 30
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

Reinforcement learning

Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization

Paper • 2605.15980 • Published May 15 • 34
NGRPO: Negative-enhanced Group Relative Policy Optimization

Paper • 2509.18851 • Published Sep 23, 2025 • 2
CEPO: RLVR Self-Distillation using Contrastive Evidence Policy Optimization

Paper • 2605.19436 • Published May 19 • 13
Delta Attention Residuals

Paper • 2605.18855 • Published May 13 • 7

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 • 30
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

Transformer-Models

Energy-Based Transformers are Scalable Learners and Thinkers

Paper • 2507.02092 • Published Jul 2, 2025 • 71

Energy-Based Transformers are Scalable Learners and Thinkers

Paper • 2507.02092 • Published Jul 2, 2025 • 71
MOSPA: Human Motion Generation Driven by Spatial Audio

Paper • 2507.11949 • Published Jul 16, 2025 • 25
Sound and Complete Neuro-symbolic Reasoning with LLM-Grounded Interpretations

Paper • 2507.09751 • Published Jul 13, 2025 • 2
Geometry Forcing: Marrying Video Diffusion and 3D Representation for Consistent World Modeling

Paper • 2507.07982 • Published Jul 10, 2025 • 34

Energy-Based Transformers are Scalable Learners and Thinkers

Paper • 2507.02092 • Published Jul 2, 2025 • 71

Energy-Based Transformers are Scalable Learners and Thinkers

Paper • 2507.02092 • Published Jul 2, 2025 • 71

Representation & Optimization

Understanding about representation sheds light on optimization

Nuclear Norm Regularization for Deep Learning

Paper • 2405.14544 • Published May 23, 2024 • 1
Token embeddings violate the manifold hypothesis

Paper • 2504.01002 • Published Apr 1, 2025 • 2
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers

Paper • 2403.10476 • Published Mar 15, 2024 • 1
ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning

Paper • 2504.00254 • Published Mar 31, 2025 • 1

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 • 30
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

Architectural Proposals

Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 109
Causal Diffusion Transformers for Generative Modeling

Paper • 2412.12095 • Published Dec 16, 2024 • 23
Tensor Product Attention Is All You Need

Paper • 2501.06425 • Published Jan 11, 2025 • 91
TransMLA: Multi-head Latent Attention Is All You Need

Paper • 2502.07864 • Published Feb 11, 2025 • 69

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