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Provenance Brief
Provenance Brief
Academic Source

mHC: Manifold-Constrained Hyper-Connections

In brief:

Recently, studies exemplified by Hyper-Connections (HC) have extended the ubiquitous residual connection paradigm established over the past decade by expanding the residual stream width and diversifying connectivity…

Why this matters

Part of the evolving AI landscape.

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Part of the evolving AI landscape.

Recently, studies exemplified by Hyper-Connections (HC) have extended the ubiquitous residual connection paradigm established over the past decade by expanding the residual stream width and…

While yielding substantial performance gains, this diversification fundamentally compromises the identity mapping property intrinsic to the residual connection, which causes severe training…

Open receipts to verify and go deeper.

About this source
Source
Hugging Face Daily Papers
Type
Research Publication
Published
Credibility
From peer-reviewed or pre-print research

Always verify with the primary source before acting on this information.

mHC: Manifold-Constrained Hyper-Connections

TL;DR

Recently, studies exemplified by Hyper-Connections (HC) have extended the ubiquitous residual connection paradigm established over the past decade by expanding the residual stream width and diversifying connectivity…

Quick Data

Source
https://tldr.takara.ai/p/2512.24880
Type
Research Publication
Credibility
From peer-reviewed or pre-print research
Published

Builder Context

Find the core claim, method, and released artifacts. Also: note model size and inference requirements.

Full Analysis

Part of the evolving AI landscape.

Recently, studies exemplified by Hyper-Connections (HC) have extended the ubiquitous residual connection paradigm established over the past decade by expanding the residual stream width and…

While yielding substantial performance gains, this diversification fundamentally compromises the identity mapping property intrinsic to the residual connection, which causes severe training…

Open receipts to verify and go deeper.

Source Verification

Source Hugging Face Daily Papers
Type Research Publication
Tier Academic Source
Assessment From peer-reviewed or pre-print research
URL https://tldr.takara.ai/p/2512.24880
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