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Collections including paper arxiv:2512.02472

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle

Paper • 2512.04324 • Published Dec 3, 2025 • 159
QwenLong-L1.5: Post-Training Recipe for Long-Context Reasoning and Memory Management

Paper • 2512.12967 • Published Dec 15, 2025 • 111
Step-GUI Technical Report

Paper • 2512.15431 • Published Dec 17, 2025 • 133

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 229
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

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Paper • 2506.04180 • Published Jun 4, 2025 • 34
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Paper • 2506.10540 • Published Jun 12, 2025 • 37
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science

Paper • 2506.10974 • Published Jun 12, 2025 • 19
SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Paper • 2507.15245 • Published Jul 21, 2025 • 11

Modifying Large Language Model Post-Training for Diverse Creative Writing

Paper • 2503.17126 • Published Mar 21, 2025 • 36
Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
Scaling Text-to-Image Diffusion Transformers with Representation Autoencoders

Paper • 2601.16208 • Published Jan 22 • 55
Diversity-Preserved Distribution Matching Distillation for Fast Visual Synthesis

Paper • 2602.03139 • Published Feb 3 • 44

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 148
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 8
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 277

MemLoRA: Distilling Expert Adapters for On-Device Memory Systems

Paper • 2512.04763 • Published Dec 4, 2025 • 5
VisPlay: Self-Evolving Vision-Language Models from Images

Paper • 2511.15661 • Published Nov 19, 2025 • 44
VersatileFFN: Achieving Parameter Efficiency in LLMs via Adaptive Wide-and-Deep Reuse

Paper • 2512.14531 • Published Dec 16, 2025 • 15
Improving Recursive Transformers with Mixture of LoRAs

Paper • 2512.12880 • Published Dec 14, 2025 • 6

CoRAG: Collaborative Retrieval-Augmented Generation

Paper • 2504.01883 • Published Apr 2, 2025 • 9
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Paper • 2504.08600 • Published Apr 11, 2025 • 33
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL

Paper • 2503.23157 • Published Mar 29, 2025 • 10
AI Agents: Evolution, Architecture, and Real-World Applications

Paper • 2503.12687 • Published Mar 16, 2025 • 2

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 30
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle

Paper • 2512.04324 • Published Dec 3, 2025 • 159
QwenLong-L1.5: Post-Training Recipe for Long-Context Reasoning and Memory Management

Paper • 2512.12967 • Published Dec 15, 2025 • 111
Step-GUI Technical Report

Paper • 2512.15431 • Published Dec 17, 2025 • 133

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 148
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 8
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 277

Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 229
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

MemLoRA: Distilling Expert Adapters for On-Device Memory Systems

Paper • 2512.04763 • Published Dec 4, 2025 • 5
VisPlay: Self-Evolving Vision-Language Models from Images

Paper • 2511.15661 • Published Nov 19, 2025 • 44
VersatileFFN: Achieving Parameter Efficiency in LLMs via Adaptive Wide-and-Deep Reuse

Paper • 2512.14531 • Published Dec 16, 2025 • 15
Improving Recursive Transformers with Mixture of LoRAs

Paper • 2512.12880 • Published Dec 14, 2025 • 6

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Paper • 2506.04180 • Published Jun 4, 2025 • 34
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Paper • 2506.10540 • Published Jun 12, 2025 • 37
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science

Paper • 2506.10974 • Published Jun 12, 2025 • 19
SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Paper • 2507.15245 • Published Jul 21, 2025 • 11

CoRAG: Collaborative Retrieval-Augmented Generation

Paper • 2504.01883 • Published Apr 2, 2025 • 9
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Paper • 2504.08600 • Published Apr 11, 2025 • 33
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL

Paper • 2503.23157 • Published Mar 29, 2025 • 10
AI Agents: Evolution, Architecture, and Real-World Applications

Paper • 2503.12687 • Published Mar 16, 2025 • 2

Modifying Large Language Model Post-Training for Diverse Creative Writing

Paper • 2503.17126 • Published Mar 21, 2025 • 36
Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
Scaling Text-to-Image Diffusion Transformers with Representation Autoencoders

Paper • 2601.16208 • Published Jan 22 • 55
Diversity-Preserved Distribution Matching Distillation for Fast Visual Synthesis

Paper • 2602.03139 • Published Feb 3 • 44

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 30
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

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