池田湊

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upvoted a paper 10 days ago

The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning

Paper • 2606.29526 • Published 19 days ago • 163

upvoted a paper 27 days ago

Looped World Models

Paper • 2606.18208 • Published about 1 month ago • 480

upvoted 3 papers about 1 month ago

Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models

Paper • 2606.03988 • Published Jun 3 • 126

Thinking Before Constraining: A Unified Decoding Framework for Large Language Models

Paper • 2601.07525 • Published May 28 • 10

On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters

Paper • 2606.02437 • Published Jun 1 • 238

upvoted 4 papers about 2 months ago

Gamma-World: Generative Multi-Agent World Modeling Beyond Two Players

Paper • 2605.28816 • Published May 27 • 431

Mean Mode Screaming: Mean--Variance Split Residuals for 1000-Layer Diffusion Transformers

Paper • 2605.06169 • Published May 7 • 238

Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information

Paper • 2605.11609 • Published May 12 • 196

SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution

Paper • 2605.18401 • Published May 18 • 130

upvoted a paper 2 months ago

Context Training with Active Information Seeking

Paper • 2605.13050 • Published May 13 • 7

upvoted 5 papers 3 months ago

LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model

Paper • 2604.20796 • Published Apr 22 • 245

Faithful GRPO: Improving Visual Spatial Reasoning in Multimodal Language Models via Constrained Policy Optimization

Paper • 2604.08476 • Published Apr 9 • 8

ClawBench: Can AI Agents Complete Everyday Online Tasks?

Paper • 2604.08523 • Published Apr 9 • 265

GrandCode: Achieving Grandmaster Level in Competitive Programming via Agentic Reinforcement Learning

Paper • 2604.02721 • Published Apr 3 • 639

GEditBench v2: A Human-Aligned Benchmark for General Image Editing

Paper • 2603.28547 • Published Mar 30 • 32

upvoted 5 papers 4 months ago

Story2Proposal: A Scaffold for Structured Scientific Paper Writing

Paper • 2603.27065 • Published Mar 28 • 22

CARLA-Air: Fly Drones Inside a CARLA World -- A Unified Infrastructure for Air-Ground Embodied Intelligence

Paper • 2603.28032 • Published Mar 30 • 344

FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization

Paper • 2603.19835 • Published Mar 20 • 353

AI Can Learn Scientific Taste

Paper • 2603.14473 • Published Mar 15 • 432

Bootstrapping Exploration with Group-Level Natural Language Feedback in Reinforcement Learning

Paper • 2603.04597 • Published Mar 4 • 211