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Paper Citation Record · LEDGER

Dynamically Scaled Activation Steering

As of 17 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 2026-08-17T06:30:58.91139+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=sha256:0279a9309880951e9d1846268427523d999b615d003848dc8cdf4e65b352af45

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=sha256:276b2a9ad4ad9b2be85b55be489ec0f719a79132f0093896e899071bd95242d1

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=sha256:4673b85731f10195d5a1dd5eafba087c9cd8f1e58a7c3055746fbe51879ac500

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:a78d7be5e5ad6326a48923a0e7d0c352074da5631299c92072aa7d6234214aa0

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:defd8a474d136d3d1876b97d762dcd0c18c3bcb665066e20e7e790613dbce5c4

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:a2d6ec33261a3245e9cf5fa2cc55938de7a19982ed8feefa8e186f578e311175

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=sha256:1abeba1f5ce07031a6633365121e6c7509cda3be1368380d82efe62d74b5e826

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:af45d39a7844852dd78878a4362e0bdd06741a513fa8831f5ec2b6f0e6784dda

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=sha256:717679c3155d8407bd3212382cc8d4953b9abce04921439169405b630518661b

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=sha256:8317289c88101a8f142b526c896035bc0006bf606f8b4514699371bae416c705

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=sha256:983f83126450e04e848d3a1f6bf912a37135f3a6abf44301cd66c700af5caef1

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=sha256:7f1632f873285847ce56faa3c7d95e4b2b585f99fc97464a7da753e5eae3b32f

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:d3ad620b98b18335324f85c06c1d532f37c60e6c3c9c547aefbddb518ea7fec8

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=sha256:5f9079e7000f2c808364f567fa997802b62155f7f9306f3fad9c37ad7081c21b

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:db50dfb6db017371049940f734268ac0fde82a675677a42c79b160910caf63dc