Davi Ferreira

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upvoted 4 papers 29 days ago

Agentic Abstention: Do Agents Know When to Stop Instead of Act?

Paper • 2606.28733 • Published Jun 27 • 150

DOPD: Dual On-policy Distillation

Paper • 2606.30626 • Published Jun 29 • 113

AsyncOPD: How Stale Can On-Policy Distillation Be?

Paper • 2606.24143 • Published Jun 23 • 31

Dockerless: Environment-Free Program Verifier for Coding Agents

Paper • 2606.28436 • Published Jun 26 • 113

upvoted a paper about 1 month ago

Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performance

Paper • 2606.19195 • Published Jun 17 • 141

upvoted a paper about 2 months ago

COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation

Paper • 2605.31264 • Published May 29 • 124

upvoted 5 papers 4 months ago

KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance

Paper • 2604.12627 • Published Apr 14 • 102

BERT-as-a-Judge: A Robust Alternative to Lexical Methods for Efficient Reference-Based LLM Evaluation

Paper • 2604.09497 • Published Apr 10 • 29

How Well Do Agentic Skills Work in the Wild: Benchmarking LLM Skill Usage in Realistic Settings

Paper • 2604.04323 • Published Apr 6 • 41

OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis

Paper • 2603.20278 • Published Mar 17 • 102

LongCat-Flash-Prover: Advancing Native Formal Reasoning via Agentic Tool-Integrated Reinforcement Learning

Paper • 2603.21065 • Published Mar 22 • 78

upvoted a paper 5 months ago

Query-focused and Memory-aware Reranker for Long Context Processing

Paper • 2602.12192 • Published Feb 12 • 58

upvoted 4 papers 6 months ago

Reinforcement Learning via Self-Distillation

Paper • 2601.20802 • Published Jan 28 • 51

Linear representations in language models can change dramatically over a conversation

Paper • 2601.20834 • Published Jan 28 • 21

Spark: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning

Paper • 2601.20209 • Published Jan 28 • 24

DeepSeek-OCR 2: Visual Causal Flow

Paper • 2601.20552 • Published Jan 28 • 73

upvoted 4 papers 7 months ago

EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis

Paper • 2601.05808 • Published Jan 9 • 38

Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards

Paper • 2601.06021 • Published Jan 9 • 48

Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization

Paper • 2601.05432 • Published Jan 8 • 171

Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space

Paper • 2512.24617 • Published Dec 31, 2025 • 67