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Collections including paper arxiv:2512.15687

AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation

Paper • 2602.17100 • Published Feb 19 • 4
GroupGPT: A Token-efficient and Privacy-preserving Agentic Framework for Multi-User Chat Assistant

Paper • 2603.01059 • Published Mar 1 • 1
Multi-Domain Riemannian Graph Gluing for Building Graph Foundation Models

Paper • 2603.00618 • Published Feb 28
Heterogeneous Agent Collaborative Reinforcement Learning

Paper • 2603.02604 • Published Mar 3 • 197

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

StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets?

Paper • 2510.02209 • Published Oct 2, 2025 • 57
MM-DREX: Multimodal-Driven Dynamic Routing of LLM Experts for Financial Trading

Paper • 2509.05080 • Published Sep 5, 2025
TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis

Paper • 2508.17565 • Published Aug 25, 2025 • 1
QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning

Paper • 2508.20467 • Published Aug 28, 2025

Describe Anything: Detailed Localized Image and Video Captioning

Paper • 2504.16072 • Published Apr 22, 2025 • 66
EmbodiedCity: A Benchmark Platform for Embodied Agent in Real-world City Environment

Paper • 2410.09604 • Published Oct 12, 2024
Geospatial Mechanistic Interpretability of Large Language Models

Paper • 2505.03368 • Published May 6, 2025 • 13
Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation

Paper • 2505.02836 • Published May 5, 2025 • 8

Can LLMs Guide Their Own Exploration? Gradient-Guided Reinforcement Learning for LLM Reasoning

Paper • 2512.15687 • Published Dec 17, 2025 • 22
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

Paper • 2511.21689 • Published Nov 26, 2025 • 128

Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward

Paper • 2510.03222 • Published Oct 3, 2025 • 76
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use

Paper • 2510.05592 • Published Oct 7, 2025 • 112
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 515
Multi-Agent Tool-Integrated Policy Optimization

Paper • 2510.04678 • Published Oct 6, 2025 • 31

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 717 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 40
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 • 89

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

AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation

Paper • 2602.17100 • Published Feb 19 • 4
GroupGPT: A Token-efficient and Privacy-preserving Agentic Framework for Multi-User Chat Assistant

Paper • 2603.01059 • Published Mar 1 • 1
Multi-Domain Riemannian Graph Gluing for Building Graph Foundation Models

Paper • 2603.00618 • Published Feb 28
Heterogeneous Agent Collaborative Reinforcement Learning

Paper • 2603.02604 • Published Mar 3 • 197

Can LLMs Guide Their Own Exploration? Gradient-Guided Reinforcement Learning for LLM Reasoning

Paper • 2512.15687 • Published Dec 17, 2025 • 22
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

Paper • 2511.21689 • Published Nov 26, 2025 • 128

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

Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward

Paper • 2510.03222 • Published Oct 3, 2025 • 76
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use

Paper • 2510.05592 • Published Oct 7, 2025 • 112
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 515
Multi-Agent Tool-Integrated Policy Optimization

Paper • 2510.04678 • Published Oct 6, 2025 • 31

StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets?

Paper • 2510.02209 • Published Oct 2, 2025 • 57
MM-DREX: Multimodal-Driven Dynamic Routing of LLM Experts for Financial Trading

Paper • 2509.05080 • Published Sep 5, 2025
TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis

Paper • 2508.17565 • Published Aug 25, 2025 • 1
QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning

Paper • 2508.20467 • Published Aug 28, 2025

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 717 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 40
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 • 89

Describe Anything: Detailed Localized Image and Video Captioning

Paper • 2504.16072 • Published Apr 22, 2025 • 66
EmbodiedCity: A Benchmark Platform for Embodied Agent in Real-world City Environment

Paper • 2410.09604 • Published Oct 12, 2024
Geospatial Mechanistic Interpretability of Large Language Models

Paper • 2505.03368 • Published May 6, 2025 • 13
Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation

Paper • 2505.02836 • Published May 5, 2025 • 8

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

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