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Collections including paper arxiv:2510.03561

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 51
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 141
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 7
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 271

Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 501
When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs

Paper • 2510.07499 • Published Oct 8, 2025 • 48
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

Reactive Transformer PoC - RxT-Alpha Supervised Models

Experimental stateful real-time Reactive Transformer (RxT) models after supervised training stages

Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

Paper • 2510.03561 • Published Oct 3, 2025 • 24
ReactiveAI/RxT-Alpha-Supervised

Text Generation • 0.2B • Updated Oct 8, 2025 • 2
ReactiveAI/RxT-Alpha-Mini-Supervised

Text Generation • 0.1B • Updated Oct 7, 2025
ReactiveAI/RxT-Alpha-Micro-Supervised

Text Generation • 28.8M • Updated Oct 7, 2025

Beyond Context Limits: Subconscious Threads for Long-Horizon Reasoning

Paper • 2507.16784 • Published Jul 22, 2025 • 122
Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

Paper • 2510.03561 • Published Oct 3, 2025 • 24

Research Papers

Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Paper • 2408.03314 • Published Aug 6, 2024 • 63
TAG: A Decentralized Framework for Multi-Agent Hierarchical Reinforcement Learning

Paper • 2502.15425 • Published Feb 21, 2025 • 9
EgoLife: Towards Egocentric Life Assistant

Paper • 2503.03803 • Published Mar 5, 2025 • 46
Visual-RFT: Visual Reinforcement Fine-Tuning

Paper • 2503.01785 • Published Mar 3, 2025 • 85

Reactive Transformer PoC - RxT-Beta-Micro models

Second generation of Reactive Transformer (RxT) models, trained on limited english-only datasets

ReactiveAI/RxT-Beta-Micro-Supervised-AI

Text Generation • 0.3B • Updated Nov 4, 2025
ReactiveAI/RxT-Beta-Micro-Supervised

Text Generation • 0.3B • Updated Nov 19, 2025 • 4
Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

Paper • 2510.03561 • Published Oct 3, 2025 • 24

Reactive Transformer PoC Supervised Models by Reactive AI

Experimental Proof-of-Concept Reactive Transformer models trained on simple synthetic datasets

Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

Paper • 2510.03561 • Published Oct 3, 2025 • 24
ReactiveAI/RxT-Alpha-Supervised

Text Generation • 0.2B • Updated Oct 8, 2025 • 2
ReactiveAI/RxT-Alpha-Mini-Supervised

Text Generation • 0.1B • Updated Oct 7, 2025
ReactiveAI/RxT-Alpha-Micro-Supervised

Text Generation • 28.8M • Updated Oct 7, 2025

THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical Reasoning

Paper • 2509.13761 • Published Sep 17, 2025 • 16
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation

Paper • 2509.25849 • Published Sep 30, 2025 • 47
Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

Paper • 2510.03561 • Published Oct 3, 2025 • 24
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 501

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 219 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

MiniMax-01: Scaling Foundation Models with Lightning Attention

Paper • 2501.08313 • Published Jan 14, 2025 • 300
Lizard: An Efficient Linearization Framework for Large Language Models

Paper • 2507.09025 • Published Jul 11, 2025 • 18
On the Expressiveness of Softmax Attention: A Recurrent Neural Network Perspective

Paper • 2507.23632 • Published Jul 31, 2025 • 6
Causal Attention with Lookahead Keys

Paper • 2509.07301 • Published Sep 9, 2025 • 21

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 51
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 141
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 7
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 271

Reactive Transformer PoC - RxT-Beta-Micro models

Second generation of Reactive Transformer (RxT) models, trained on limited english-only datasets

ReactiveAI/RxT-Beta-Micro-Supervised-AI

Text Generation • 0.3B • Updated Nov 4, 2025
ReactiveAI/RxT-Beta-Micro-Supervised

Text Generation • 0.3B • Updated Nov 19, 2025 • 4
Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

Paper • 2510.03561 • Published Oct 3, 2025 • 24

Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 501
When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs

Paper • 2510.07499 • Published Oct 8, 2025 • 48
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

Reactive Transformer PoC Supervised Models by Reactive AI

Experimental Proof-of-Concept Reactive Transformer models trained on simple synthetic datasets

Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

Paper • 2510.03561 • Published Oct 3, 2025 • 24
ReactiveAI/RxT-Alpha-Supervised

Text Generation • 0.2B • Updated Oct 8, 2025 • 2
ReactiveAI/RxT-Alpha-Mini-Supervised

Text Generation • 0.1B • Updated Oct 7, 2025
ReactiveAI/RxT-Alpha-Micro-Supervised

Text Generation • 28.8M • Updated Oct 7, 2025

Reactive Transformer PoC - RxT-Alpha Supervised Models

Experimental stateful real-time Reactive Transformer (RxT) models after supervised training stages

Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

Paper • 2510.03561 • Published Oct 3, 2025 • 24
ReactiveAI/RxT-Alpha-Supervised

Text Generation • 0.2B • Updated Oct 8, 2025 • 2
ReactiveAI/RxT-Alpha-Mini-Supervised

Text Generation • 0.1B • Updated Oct 7, 2025
ReactiveAI/RxT-Alpha-Micro-Supervised

Text Generation • 28.8M • Updated Oct 7, 2025

THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical Reasoning

Paper • 2509.13761 • Published Sep 17, 2025 • 16
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation

Paper • 2509.25849 • Published Sep 30, 2025 • 47
Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

Paper • 2510.03561 • Published Oct 3, 2025 • 24
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 501

Beyond Context Limits: Subconscious Threads for Long-Horizon Reasoning

Paper • 2507.16784 • Published Jul 22, 2025 • 122
Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

Paper • 2510.03561 • Published Oct 3, 2025 • 24

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 219 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Research Papers

Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Paper • 2408.03314 • Published Aug 6, 2024 • 63
TAG: A Decentralized Framework for Multi-Agent Hierarchical Reinforcement Learning

Paper • 2502.15425 • Published Feb 21, 2025 • 9
EgoLife: Towards Egocentric Life Assistant

Paper • 2503.03803 • Published Mar 5, 2025 • 46
Visual-RFT: Visual Reinforcement Fine-Tuning

Paper • 2503.01785 • Published Mar 3, 2025 • 85

MiniMax-01: Scaling Foundation Models with Lightning Attention

Paper • 2501.08313 • Published Jan 14, 2025 • 300
Lizard: An Efficient Linearization Framework for Large Language Models

Paper • 2507.09025 • Published Jul 11, 2025 • 18
On the Expressiveness of Softmax Attention: A Recurrent Neural Network Perspective

Paper • 2507.23632 • Published Jul 31, 2025 • 6
Causal Attention with Lookahead Keys

Paper • 2509.07301 • Published Sep 9, 2025 • 21

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