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Paper Citation Record · LEDGER

Dynamically Scaled Activation Steering

As of 10 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 2 inbound Pith citation observations for arXiv:2512.03661.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2512.03661 v2

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:48:27.309410Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T05:21:30.468174Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

13 of 13 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved11
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 59034a29-0ebd-4a39-b9e7-96b24efa2659 · outbound

This paper cites GPT-4 Technical Report.

Dynamically Scaled Activation Steering GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:25.756782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:25.756782Z digest=sha256:ff4a8bec56bf43135025e761a677b3cb36b10008500a78a8b1677741d3bd0723

Observation e6257b41-95ed-4ffc-9f7f-5950b6eef707 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

Dynamically Scaled Activation Steering Gemma 2: Improving Open Language Models at a Practical Size

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:26.431463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:26.431463Z digest=sha256:2696c287c90ccfa0a25cb636c5d83618aaa92f58aa96c0d3acbb210327846464

Observation c873a3cd-e5c0-4803-895f-b9c572445dbb · outbound

This paper cites ReFT: Representation Finetuning for Language Models.

Dynamically Scaled Activation Steering ReFT: Representation Finetuning for Language Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:26.562615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:26.562615Z digest=sha256:5c9be4af0dbc8820d7b74603c9d854be8f3d45e30e97f3b6b986b29fb6f758c3

Observation 0b1cb4ff-18f4-4e36-9163-7d685f8e9e75 · outbound

This paper cites Qwen2.5 Technical Report.

Dynamically Scaled Activation Steering Qwen2.5 Technical Report

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:26.658619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:26.658619Z digest=sha256:2e3b15f0cff965e34a7d780357feb6b4598b7b8ac529738661c62a27a36e877b

Observation 9faded44-92d8-4423-a5dc-7eb5a0c8ce80 · outbound

This paper cites A Effect of DSAS on inference time We evaluate the impact of applying DSAS and its variants on the inference latency of two base models, Qwen 2.5 (1.5B) and Gemma 2 (2B).

Dynamically Scaled Activation Steering A Effect of DSAS on inference time We evaluate the impact of applying DSAS and its variants on the inference latency of two base models, Qwen 2.5 (1.5B) and Gemma 2 (2B)

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:26.860443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:26.860443Z digest=sha256:44186da4ffc164638c89556af94dba7d1f99f5ebc38c5bc1af85502d1c110a29

Observation 1e6dcd26-3040-4770-afcc-d974170fca1f · outbound

This paper cites ForLinEAS, we observe an improved Pareto Front when evaluating HellaSwag accuracy.

Dynamically Scaled Activation Steering ForLinEAS, we observe an improved Pareto Front when evaluating HellaSwag accuracy

Reference 12

Resolution
malformed identifier
no resolver link, observed 2026-08-03T18:48:27.118140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:27.118140Z digest=sha256:902a93993fe8a715dcc41d4dce05d716f4300de5d57efda5d33760c6a1ac3b30

Observation 332cd97f-9062-4e0e-b873-ce141ecd6711 · outbound

This paper cites **** ”, “ ***.

Dynamically Scaled Activation Steering **** ”, “ ***

Reference 13

Resolution
malformed identifier
no resolver link, observed 2026-08-03T18:48:27.309410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:27.309410Z digest=sha256:82b7883000f702de0485de59d6f7800ad3eb8b10b2ed8b3f8b6be1f5f2ece2ad

Observation ca4200a7-6d3d-4e32-ae85-bf770286df74 · outbound

This paper cites We then evaluate the generalization of the classifiers on a test set of 512 toxic samples.

Dynamically Scaled Activation Steering We then evaluate the generalization of the classifiers on a test set of 512 toxic samples

Reference 512

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:26.941972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:26.941972Z digest=sha256:fafb1f803a3812f9edb659c23d73071116ea7325b4aa06dab1799e4186f5b290

Observation c5560b3f-b231-4070-9caa-7d0d81459686 · outbound

This paper cites A Comprehensive Study of Knowledge Editing for Large Language Models.

Dynamically Scaled Activation Steering A Comprehensive Study of Knowledge Editing for Large Language Models

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:26.771372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:26.771372Z digest=sha256:7da231e1e06b925f9c0400f832e48da2432e930d5279e9ca4ecfcb523277618c

Observation 804a1120-e932-412e-9e63-be8fe20df7e9 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Dynamically Scaled Activation Steering Evaluating Large Language Models Trained on Code

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:25.852215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:25.852215Z digest=sha256:f76b01c4912a68a9865b2bc1c12e3967987d8dc983b03dbbc5903b78f1592c54

Observation fa040f74-bfc6-472c-95bf-df5b0d3b4284 · outbound

This paper cites Steering Llama 2 via Contrastive Activation Addition.

Dynamically Scaled Activation Steering Steering Llama 2 via Contrastive Activation Addition

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:26.256111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:26.256111Z digest=sha256:5c30dbdcdbe427fbf4abc6466f62e6a79369306ebeff53dde4ad837907eead95

Observation 71a288a5-6b1f-4f2d-9b8f-1827a8cd1a90 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

Dynamically Scaled Activation Steering Gemma 2: Improving Open Language Models at a Practical Size

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:26.352501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:26.352501Z digest=sha256:d68bbef9f63ae7ec48f8637afd2f3824625273b70252e0d019fd3134905740fd

Observation 6eb6a0ca-ba5e-4d66-8878-8d6006df9b23 · outbound

This paper cites Amr Hegazy, Mostafa Elhoushi, and Amr Alanwar.

Dynamically Scaled Activation Steering Amr Hegazy, Mostafa Elhoushi, and Amr Alanwar

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-03T18:48:26.043752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:48:26.043752Z digest=sha256:0d31d5081d88f36502b6efdaf964cab79ba7f3bc18196f0b1cb812166e8cdfff

Pith citing papers

Observation 6422a7c6-ab2b-4846-8e88-24b23f0fc21e · inbound

Towards Understanding Steering Strength cites this paper.

Towards Understanding Steering Strength Dynamically Scaled Activation Steering

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-03T05:21:30.468174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T05:21:30.468174Z digest=sha256:f476701ccac38950f309f22213db1b395840f42d6cf6c4c2095f7ccacfafc76c

Observation bf56d428-81cb-4761-99f8-48db3df2c3a3 · inbound

Steering at the Source: Style Modulation Heads for Robust Persona Control cites this paper.

Steering at the Source: Style Modulation Heads for Robust Persona Control Dynamically Scaled Activation Steering

Reference 706

Resolution
unresolved
no resolver link, observed 2026-08-02T21:21:25.389175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T21:21:25.389175Z digest=sha256:be2bc57d8c73bc58c8f71d34ffdc276fbe0e53624f0c5d13eb49260cadbcfc24