ChengQ

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upvoted a paper about 22 hours ago

Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning

Paper • 2609.03430 • Published 2 days ago • 123

upvoted 2 papers 2 days ago

Cliff: Learning Process Rewards from the First Mistake

Paper • 2609.02817 • Published 3 days ago • 15

StudentSim: Training LLM-based Student Simulators

Paper • 2609.01591 • Published 4 days ago • 480

upvoted a paper 3 days ago

Evaluating the Hidden Costs of Personalization in Large Language Models

Paper • 2608.28833 • Published 8 days ago • 28

upvoted a paper 17 days ago

PACE-Bench: Benchmarking Physics Adaptation via Code Evolution in Dynamic Environments

Paper • 2608.14441 • Published 22 days ago • 29

upvoted a paper 21 days ago

LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers

Paper • 2608.06867 • Published 29 days ago • 111

upvoted a paper 23 days ago

AI4AI at Test-Time: Strong-to-Weak Capability Transfer via Harnesses

Paper • 2608.12307 • Published 24 days ago • 114

upvoted a paper about 1 month ago

Frontis-MA1: Training an AI4AI Model towards Recursive Self-Improvement in Machine Learning Engineering

Paper • 2607.28568 • Published Jul 30 • 186

upvoted a paper 2 months ago

PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems

Paper • 2606.22388 • Published Jun 21 • 96

upvoted 2 papers 3 months ago

Brick-Composer: Using MLLMs for Assembly with Diverse Bricks

Paper • 2606.05445 • Published Jun 3 • 8

AdaPlanBench: Evaluating Adaptive Planning in Large Language Model Agents under World and User Constraints

Paper • 2606.05622 • Published Jun 4 • 45

upvoted 3 papers 4 months ago

Code as Agent Harness

Paper • 2605.18747 • Published May 18 • 227

Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe

Paper • 2604.13016 • Published Apr 14 • 116

CreativityBench: Evaluating Agent Creative Reasoning via Affordance-Based Tool Repurposing

Paper • 2605.02910 • Published May 6 • 24

upvoted a paper 11 months ago

UserRL: Training Interactive User-Centric Agent via Reinforcement Learning

Paper • 2509.19736 • Published Sep 24, 2025 • 13

upvoted a paper about 1 year ago

UserBench: An Interactive Gym Environment for User-Centric Agents

Paper • 2507.22034 • Published Jul 29, 2025 • 31