Paper Citation Record · LEDGER

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network

As of 10 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2508.21380.

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

pith.paper-citation-record.v1
2508.21380 v3

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:24:16.800803Z

measured 24 of 24 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy12
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 63c0a640-15f4-4d5b-9c68-3bdc9dfd5942 · outbound

This paper cites Eliciting Latent Predictions from Transformers with the Tuned Lens.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Eliciting Latent Predictions from Transformers with the Tuned Lens

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:13.539120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49b489de-bb59-4148-b594-fafef57ffad6 · outbound

This paper cites Whole-history rating: A bayesian rating system for players of time-varying strength.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Whole-history rating: A bayesian rating system for players of time-varying strength

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:20.826967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c5b60bce-4352-46ee-a125-66150cf51250 · outbound

This paper cites Discussion on layer normalization in transformer architecture.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Discussion on layer normalization in transformer architecture

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:20.644804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e84230f8-c2fa-48e4-8d2b-a7246bdbb431 · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:14.591375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcf37d55-e0e7-4cbf-94a2-f4185ed8dd02 · outbound

This paper cites Residual Connections Encourage Iterative Inference.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Residual Connections Encourage Iterative Inference

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:14.666096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9f7324a-12fc-4f98-a6ae-e72e7496a23d · outbound

This paper cites Evidence of Learned Look-Ahead in a Chess-Playing Neural Network.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Evidence of Learned Look-Ahead in a Chess-Playing Neural Network

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:14.760962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42db2199-7a9f-4050-8f3e-27332a68706c · outbound

This paper cites The Remarkable Robustness of LLMs: Stages of Inference?.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network The Remarkable Robustness of LLMs: Stages of Inference?

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:14.819716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53ed1357-eca4-4c90-8d39-e69281c56b33 · outbound

This paper cites Leela Chess Zero.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Leela Chess Zero

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:20.423411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bbcc4457-be20-4daa-bd95-22359f6f3385 · outbound

This paper cites A standard dataset, 2018.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network A standard dataset, 2018

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:20.269943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ca53db63-ba88-4e30-9436-82c690ee0592 · outbound

This paper cites How well do Lc0 networks compare to the greatest transformer network from DeepMind ?, 2024.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network How well do Lc0 networks compare to the greatest transformer network from DeepMind ?, 2024

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:20.072107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eabbbfda-c552-4d43-ae24-90bce47285b5 · outbound

This paper cites Lichess bot: A bridge between lichess api and chess engines.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Lichess bot: A bridge between lichess api and chess engines

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:19.885003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 343b65af-770a-4a6a-9f34-0b9264d983a5 · outbound

This paper cites Lichess: Free online chess, 2025.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Lichess: Free online chess, 2025

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:18.329485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation acbe113a-5068-41de-bebf-d76bc5b0d6e8 · outbound

This paper cites Encyclopaedia of Chess Openings.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Encyclopaedia of Chess Openings

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:17.982571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 97d6630a-e370-48f1-9eda-90715ee0ad9d · outbound

This paper cites Acquisition of chess knowledge in alphazero.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Acquisition of chess knowledge in alphazero

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:15.583501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 069f80cd-a9d2-487a-bc8e-b9df73a39fa7 · outbound

This paper cites How to Dissect a Muppet: The Structure of Transformer Embedding Spaces.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network How to Dissect a Muppet: The Structure of Transformer Embedding Spaces

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:15.698809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c3804c1-d3de-4228-876b-4e2d9f0d22d5 · outbound

This paper cites Mish: A Self Regularized Non-Monotonic Activation Function.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Mish: A Self Regularized Non-Monotonic Activation Function

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:15.822040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0365c1b1-2074-4f59-aa4d-a70bf0359c00 · outbound

This paper cites Transformer progress, February 2024.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Transformer progress, February 2024

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:17.800815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 557a710c-b1d5-4148-8f98-4a65930d4b9f · outbound

This paper cites Interpreting gpt: the logit lens, 2020.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Interpreting gpt: the logit lens, 2020

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:17.547394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b3495dee-91bf-4533-b3fd-9d6a675beba0 · outbound

This paper cites Language models are unsupervised multitask learners.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Language models are unsupervised multitask learners

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:17.363373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dcfb3a11-22fb-4ffd-979b-fe40e4ef7e4a · outbound

This paper cites Searching for Activation Functions.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Searching for Activation Functions

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:16.333288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b309df0-ffea-43ee-8fae-08bbfb1c55fc · outbound

This paper cites Amortized Planning with Large-Scale Transformers: A Case Study on Chess.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Amortized Planning with Large-Scale Transformers: A Case Study on Chess

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:16.474998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a6a3bd5-ec17-4c3f-ae4b-d0969bd28ae1 · outbound

This paper cites A general reinforcement learning algorithm that masters chess, shogi, and go through self-play.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network A general reinforcement learning algorithm that masters chess, shogi, and go through self-play

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:16.566134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d72b94e-2538-45a7-88cd-a49e48222886 · outbound

This paper cites Attention is all you need.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network Attention is all you need

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:24:17.126033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c3fabdea-9f73-48c5-8c82-7cf8c357bba6 · outbound

This paper cites DeepNet: Scaling Transformers to 1,000 Layers.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network DeepNet: Scaling Transformers to 1,000 Layers

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:16.800803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.