Chmielewski

Eryk-Chmielewski's activity

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upvoted 2 papers 1 day ago

WorkFactory: Turning Professional Intents into Executable Work for Scalable Agent Training

Paper • 2610.37161 • Published 6 days ago • 37

Your LR Schedule May Not Be Principled: Effective Learning Rate Scheduling in Weight-Normalized Training

Paper • 2610.40362 • Published 4 days ago • 8

upvoted a collection 4 days ago

Ling Med

Collection

2 items • Updated 4 days ago • 3

upvoted 4 papers 5 days ago

On-Policy Self-Training: Data-Free Self-Improvement in Large Language Models

Paper • 2610.32770 • Published 10 days ago • 47

Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM Agents

Paper • 2610.33956 • Published 8 days ago • 46

Work Agents: Systems, Capabilities, and Optimization

Paper • 2610.35845 • Published 7 days ago • 116

Trajectory2Gym: Decision-Grounded Compositional Interaction Synthesis for Tool-Use Agents

Paper • 2610.33568 • Published 9 days ago • 45

upvoted 2 collections 6 days ago

Spark-X2.6

Collection

SOTA On-Device LLMs. Advancing the Frontier of On-Device Agents for Real-World Tasks. • 14 items • Updated about 6 hours ago • 41

Sage-A1.5

Collection

7 items • Updated 10 days ago • 16

upvoted a paper 7 days ago

DeepSeek-V4.1-Flash: Pushing the Limits of KV Cache Compression

Paper • 2609.19969 • Published Sep 17 • 214

upvoted a paper 10 days ago

Every Step Evolves: Scaling Reinforcement Learning for Trillion-Scale Thinking Model

Paper • 2510.18855 • Published Oct 21, 2025 • 74

upvoted a collection 11 days ago

MoESQ

Collection

Paired-4:8 + NVFP4 W4A4 expert compressed MoE models for NVIDIA Blackwell Sparse Tensor Cores. • 6 items • Updated 10 days ago • 5

upvoted 8 papers 11 days ago

RPMem: Learning Long-Term Recurrent Parametric Memory Across Sessions for LLM Agents

Paper • 2609.23466 • Published Sep 22 • 1

BDH-CQ: In-Context Learning with Recurrent Latent Reasoning

Paper • 2608.09888 • Published Aug 10 • 747

A*-Thought-V2: Efficient Latent Reasoning via Geometric Dynamics of LLM

Paper • 2609.07821 • Published Sep 7 • 10

Learning to Solve Hard Problems in RL for LLMs by Never Giving Up

Paper • 2609.13443 • Published Sep 11 • 15

Continual Learning Mechanisms Compose for Long-Horizon Memorization

Paper • 2609.06986 • Published Sep 7 • 95

Decoding Looped Transformers Better for (Almost) Free

Paper • 2610.02185 • Published Oct 1 • 24

What Matters for Latent Reasoning with Flow Matching

Paper • 2610.06666 • Published 28 days ago • 11

How to Loop MoE: Flatten the Experts, Untie the Attention

Paper • 2609.35751 • Published Sep 28 • 14