ArXiv TLDR

Jiaqi Wang

7 papers ยท Latest:

Natural Language Processing

WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation

WildClawBench introduces a new benchmark for evaluating long-horizon, real-world agents using native runtimes and real tools.

2605.10912
Machine Learning

Near-Future Policy Optimization

NPO and AutoNPO enhance Reinforcement Learning with Verifiable Rewards (RLVR) by leveraging near-future policy checkpoints for improved off-policy learning.

2604.20733
Econometrics

On-chain Peak Shaving

This paper studies "on-chain peak shaving," scheduling Ethereum transactions to off-peak hours to reduce gas fees, finding varied firm strategies and cost savings.

2604.19956
Computer Vision

UDM-GRPO: Stable and Efficient Group Relative Policy Optimization for Uniform Discrete Diffusion Models

UDM-GRPO integrates Uniform Discrete Diffusion Models with RL using novel insights for stable and efficient policy optimization, achieving SOTA results.

2604.18518
Neural & Evolutionary Computing

Adaptive Spiking Neurons for Vision and Language Modeling

Introduces Adaptive Spiking Neurons (ASN/NASN) for efficient, high-performance SNNs across diverse vision and language tasks.

2604.12365
Neural & Evolutionary Computing

Winner-Take-All Spiking Transformer for Language Modeling

This paper introduces Winner-Take-All Spiking Transformers (WTA-ST) for energy-efficient language modeling, replacing costly softmax with novel spike-driven attention.

2604.11321
Machine Learning

Self-Distilled RLVR

RLSD combines RLVR with self-distillation to provide fine-grained updates and reliable directions, improving LLM training stability and convergence.

2604.03128

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