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Collections including paper arxiv:2510.25741

WTF GENIUS PAPERS

Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models.

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published 18 days ago • 78
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 156
Pretraining Language Models to Ponder in Continuous Space

Paper • 2505.20674 • Published May 27, 2025 • 3

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 40
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Paper • 2310.08491 • Published Oct 12, 2023 • 57
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 37
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 25

【sLLM】Text2Text

LFM2 Technical Report

Paper • 2511.23404 • Published Nov 28, 2025 • 60
Artificial Hippocampus Networks for Efficient Long-Context Modeling

Paper • 2510.07318 • Published Oct 8, 2025 • 32
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 7

GARDO: Reinforcing Diffusion Models without Reward Hacking

Paper • 2512.24138 • Published Dec 30, 2025 • 30
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models

Paper • 2512.24165 • Published Dec 30, 2025 • 52
Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space

Paper • 2512.24617 • Published Dec 31, 2025 • 66
Coupling Experts and Routers in Mixture-of-Experts via an Auxiliary Loss

Paper • 2512.23447 • Published Dec 29, 2025 • 99

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230
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

ByteDance Papers

ByteDance papers collection

Contrastive Learning for Many-to-many Multilingual Neural Machine Translation

Paper • 2105.09501 • Published May 20, 2021 • 1
Cross-modal Contrastive Learning for Speech Translation

Paper • 2205.02444 • Published May 5, 2022
ByteTransformer: A High-Performance Transformer Boosted for Variable-Length Inputs

Paper • 2210.03052 • Published Oct 6, 2022
Diffusion Glancing Transformer for Parallel Sequence to Sequence Learning

Paper • 2212.10240 • Published Dec 20, 2022 • 1

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 7
The Y-Combinator for LLMs: Solving Long-Context Rot with λ-Calculus

Paper • 2603.20105 • Published Mar 20 • 37

Foundational & Modern AI Research (Curated)

A curated selection of foundational and modern AI research papers that meaningfully influence how real-world AI systems are designed, evaluated, and g

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 122
Scaling Laws for Neural Language Models

Paper • 2001.08361 • Published Jan 23, 2020 • 10
Training Compute-Optimal Large Language Models

Paper • 2203.15556 • Published Mar 29, 2022 • 11
Analogy Generation by Prompting Large Language Models: A Case Study of InstructGPT

Paper • 2210.04186 • Published Oct 9, 2022

Towards a Unified View of Large Language Model Post-Training

Paper • 2509.04419 • Published Sep 4, 2025 • 76
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 276
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230
ByteDance/Ouro-1.4B

Text Generation • 1B • Updated Jan 18 • 54.6k • 94
ByteDance/Ouro-2.6B

Text Generation • 3B • Updated Jan 18 • 5.82k • 82
ByteDance/Ouro-1.4B-Thinking

Text Generation • 1B • Updated Feb 26 • 12.8k • 40

WTF GENIUS PAPERS

Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models.

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published 18 days ago • 78
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 156
Pretraining Language Models to Ponder in Continuous Space

Paper • 2505.20674 • Published May 27, 2025 • 3

ByteDance Papers

ByteDance papers collection

Contrastive Learning for Many-to-many Multilingual Neural Machine Translation

Paper • 2105.09501 • Published May 20, 2021 • 1
Cross-modal Contrastive Learning for Speech Translation

Paper • 2205.02444 • Published May 5, 2022
ByteTransformer: A High-Performance Transformer Boosted for Variable-Length Inputs

Paper • 2210.03052 • Published Oct 6, 2022
Diffusion Glancing Transformer for Parallel Sequence to Sequence Learning

Paper • 2212.10240 • Published Dec 20, 2022 • 1

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 40
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Paper • 2310.08491 • Published Oct 12, 2023 • 57
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 37
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 25

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 7
The Y-Combinator for LLMs: Solving Long-Context Rot with λ-Calculus

Paper • 2603.20105 • Published Mar 20 • 37

【sLLM】Text2Text

LFM2 Technical Report

Paper • 2511.23404 • Published Nov 28, 2025 • 60
Artificial Hippocampus Networks for Efficient Long-Context Modeling

Paper • 2510.07318 • Published Oct 8, 2025 • 32
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 7

Foundational & Modern AI Research (Curated)

A curated selection of foundational and modern AI research papers that meaningfully influence how real-world AI systems are designed, evaluated, and g

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 122
Scaling Laws for Neural Language Models

Paper • 2001.08361 • Published Jan 23, 2020 • 10
Training Compute-Optimal Large Language Models

Paper • 2203.15556 • Published Mar 29, 2022 • 11
Analogy Generation by Prompting Large Language Models: A Case Study of InstructGPT

Paper • 2210.04186 • Published Oct 9, 2022

GARDO: Reinforcing Diffusion Models without Reward Hacking

Paper • 2512.24138 • Published Dec 30, 2025 • 30
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models

Paper • 2512.24165 • Published Dec 30, 2025 • 52
Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space

Paper • 2512.24617 • Published Dec 31, 2025 • 66
Coupling Experts and Routers in Mixture-of-Experts via an Auxiliary Loss

Paper • 2512.23447 • Published Dec 29, 2025 • 99

Towards a Unified View of Large Language Model Post-Training

Paper • 2509.04419 • Published Sep 4, 2025 • 76
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 276
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230
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 Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 230
ByteDance/Ouro-1.4B

Text Generation • 1B • Updated Jan 18 • 54.6k • 94
ByteDance/Ouro-2.6B

Text Generation • 3B • Updated Jan 18 • 5.82k • 82
ByteDance/Ouro-1.4B-Thinking

Text Generation • 1B • Updated Feb 26 • 12.8k • 40

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