Existing Multi-token prediction (MTP) methods are auxiliary by design: the multi-horizon loss mostly trains modules attached to the backbone, and each added horizon costs another module and another pa
1 comments
ECHO: Efficient Causal Self-Recursion Beyond Auxiliary Multi-Token Prediction was first seen on Hugging Face · Daily papers on Oct 20, 2026. Since then it appeared in 6 hourly checks across 2 days, peaking at #16 on Oct 21, 03:18 UTC. It was last on the list on Oct 21, 03:18 UTC.
Position on Hugging Face · Daily papers at every check (lower is better).
Best rank per day (UTC).
Platform metric as reported by Hugging Face.
Show that this trended, linking back to this page.
<a href="https://trendoday.com/hugging-face/papers/2610.24766-echo-efficient-causal-self-recursion-beyond-auxiliary-multi"><img src="https://trendoday.com/badge/hugging-face/papers/2610.24766-echo-efficient-causal-self-recursion-beyond-auxiliary-multi.svg" alt="ECHO: Efficient Causal Self-Recursion Beyond Auxiliary Multi-Token Prediction on TrendBoard" height="44"></a>
[](https://trendoday.com/hugging-face/papers/2610.24766-echo-efficient-causal-self-recursion-beyond-auxiliary-multi)