Benhao Huang PRO

HuskyDoge's activity

• All
• Models
• Datasets
• Spaces
• Buckets
• Papers
• Collections
• Community
• Posts
• Upvotes
• Likes
• Articles

upvoted a collection 1 day ago

WTF GENIUS PAPERS

Collection

Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models. • 444 items • Updated about 4 hours ago • 98

upvoted 2 papers 2 days ago

Towards Looped Models Done Right, Part II: Rethinking at Fixed Points

Paper • 2610.06833 • Published 3 days ago • 23

WM-VLM: Probing Internal World Models for Interleaved Visual-Textual Reasoning

Paper • 2609.34826 • Published 10 days ago • 11

upvoted a collection 5 days ago

Towards Looped Models Done Right

Collection

Looped language model checkpoints from Part I and Part II (Rethinking at Fixed Points). Native xLLM format; loading requires the xLLM code. • 49 items • Updated 1 day ago • 2

upvoted a paper 9 days ago

Improving Test-Time Scaling with Adaptive Looped Transformers

Paper • 2609.35748 • Published 10 days ago • 59

upvoted a paper 30 days ago

Unlocking Lossless Speedups in LLMs via Discrete Diffusion

Paper • 2609.04010 • Published Sep 3 • 115

upvoted a paper about 1 month ago

SMELT: Scaling Laws for Compute-Matched MoE Looped Transformers

Paper • 2609.01343 • Published Sep 1 • 92

upvoted a paper 2 months ago

Contrasting Adversarial Perturbations: The Space of Harmless Perturbations

Paper • 2402.02095 • Published Feb 3, 2024 • 1

upvoted 3 papers 3 months ago

An Exam for Active Observers

Paper • 2607.16165 • Published Jul 17 • 27

xHC: Expanded Hyper-Connections

Paper • 2607.14530 • Published Jul 16 • 55

Loop the Loopies!

Paper • 2607.16051 • Published Jul 17 • 53

upvoted a paper 4 months ago

Critique of Agent Model

Paper • 2606.23991 • Published Jun 22 • 23

upvoted 3 papers 5 months ago

Equilibrium Reasoners: Learning Attractors Enables Scalable Reasoning

Paper • 2605.21488 • Published May 20 • 7

Efficient Agentic Reasoning Through Self-Regulated Simulative Planning

Paper • 2605.22138 • Published May 21 • 10

Memory-Efficient Looped Transformer: Decoupling Compute from Memory in Looped Language Models

Paper • 2605.07721 • Published May 8 • 31

upvoted 2 papers 8 months ago

MIND: Benchmarking Memory Consistency and Action Control in World Models

Paper • 2602.08025 • Published Feb 8 • 14

OPUS: Towards Efficient and Principled Data Selection in Large Language Model Pre-training in Every Iteration

Paper • 2602.05400 • Published Feb 5 • 356

upvoted a collection 8 months ago

EvoLM Datasets

Collection

3 items • Updated Jun 17, 2025 • 3

upvoted a paper 8 months ago

Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers

Paper • 2512.17351 • Published Dec 19, 2025 • 29

upvoted a paper 9 months ago

Flow Equivariant World Models: Memory for Partially Observed Dynamic Environments

Paper • 2601.01075 • Published Jan 3 • 6