Paper Citation Record · LEDGER

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs

As of 12 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2608.00605.

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

pith.paper-citation-record.v1
2608.00605 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:36:13.119578Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

37 of 37 outbound references displayed

verified exact1
verified fuzzy11
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b97a50d2-9ab7-443e-8acf-8cdb8f3b27d0 · outbound

This paper cites Large Language Diffusion Models.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Large Language Diffusion Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:12.975159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b998e15c-99e5-43e2-a9eb-f0f848c88a2c · outbound

This paper cites LLaDA2.0: Scaling Up Diffusion Language Models to 100B.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:12.980619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b3daecb-82b0-4aa9-89a6-482beca27cda · outbound

This paper cites Dream 7B: Diffusion Large Language Models.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Dream 7B: Diffusion Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:12.985017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cf8bb20-d76a-4fb1-a882-9a441e90a4db · outbound

This paper cites Diffusion of thought: Chain-of-thought reasoning in diffusion language models,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Diffusion of thought: Chain-of-thought reasoning in diffusion language models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.381316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7a35508a-484e-4044-b9e5-a99f484e16b2 · outbound

This paper cites Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:12.993823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63593479-734b-46cf-a020-acde1d00bf13 · outbound

This paper cites Reasoning in diffusion large language models is concen- trated in dynamic confusion zones,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Reasoning in diffusion large language models is concen- trated in dynamic confusion zones,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:12.998398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dbd0ff8-db88-44ea-8107-2b29c6f54886 · outbound

This paper cites LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.002957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f74a1e2e-000b-4e08-936b-b1d37f089f19 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Training Verifiers to Solve Math Word Problems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.007153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e433f52-9bbe-44e5-b545-88135a8b4f41 · outbound

This paper cites d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.011336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 577724e2-df85-4939-bdc8-47e9bb930683 · outbound

This paper cites Dirl: An efficient post-training framework for diffusion language models,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Dirl: An efficient post-training framework for diffusion language models,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.015284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44a4ad70-4e79-4e00-baf6-acf50fa8071b · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.018925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9e5250f-6c4d-4566-8a27-4efe7e9c83c9 · outbound

This paper cites Scalable best-of-n selection for large language models via self-certainty,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Scalable best-of-n selection for large language models via self-certainty,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.023571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54444198-60a5-4edb-8bb7-e408ab80ad68 · outbound

This paper cites Confidence-based decoding is provably efficient for diffusion language models,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Confidence-based decoding is provably efficient for diffusion language models,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.027305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c338b85-00c1-4c93-8612-a622d1a4cd65 · outbound

This paper cites Locally confident, globally stuck: The quality-exploration dilemma in diffusion language models,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Locally confident, globally stuck: The quality-exploration dilemma in diffusion language models,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.030949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1b91b88-2a50-45b5-9fe6-b85fd12c5c99 · outbound

This paper cites Remasking discrete diffusion models with inference-time scaling (2025),.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Remasking discrete diffusion models with inference-time scaling (2025),

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.034587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cb84abf-a672-451e-ba9c-44d501362392 · outbound

This paper cites Rfg: Test-time scaling for diffusion large lan- guage model reasoning with reward-free guidance,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Rfg: Test-time scaling for diffusion large lan- guage model reasoning with reward-free guidance,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.038243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d313816-9fc1-4231-8131-018fb5f0fa25 · outbound

This paper cites Improving diffusion language model decoding through joint search in generation order and token space,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Improving diffusion language model decoding through joint search in generation order and token space,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.041852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3d9588e-388d-4dd7-8c05-64853ff8689a · outbound

This paper cites Prism: Efficient Test-Time Scaling via Hierarchical Search and Self-Verification for Discrete Diffusion Language Models.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Prism: Efficient Test-Time Scaling via Hierarchical Search and Self-Verification for Discrete Diffusion Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.045368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8887f87-3e8e-4067-925f-622d8d8e5256 · outbound

This paper cites $S^3$: Stratified Scaling Search for Test-Time in Diffusion Language Models.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs $S^3$: Stratified Scaling Search for Test-Time in Diffusion Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.049769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 889f64e1-7a1c-4005-9b17-b8a16f5ad5af · outbound

This paper cites Test-time scaling in diffusion llms via hidden semi-autoregressive experts,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Test-time scaling in diffusion llms via hidden semi-autoregressive experts,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.053914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46ee2be7-ec64-41a5-9f6b-b06f8478db74 · outbound

This paper cites Structured denoising dif- fusion models in discrete state-spaces,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Structured denoising dif- fusion models in discrete state-spaces,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.367143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation efb38153-c68a-4aa4-b7ff-d6cf5cab9ea5 · outbound

This paper cites Likelihood-based diffusion language models,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Likelihood-based diffusion language models,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.352996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 091aed47-2946-4c6f-bf79-a03f5a7f94f1 · outbound

This paper cites Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.065048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bdb1d31-485d-49dc-83a0-2f318ecec475 · outbound

This paper cites Simplified and generalized masked diffusion for discrete data,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Simplified and generalized masked diffusion for discrete data,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.339274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 32d2614a-1081-4a25-b72c-184b41dc60ed · outbound

This paper cites Simple and effective masked diffusion language models,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Simple and effective masked diffusion language models,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.326110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d869734c-91e3-43ab-a234-ccec23c17ab7 · outbound

This paper cites Scaling up Masked Diffusion Models on Text.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Scaling up Masked Diffusion Models on Text

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.075972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b034150-8c6f-4db0-bc91-7a53a13529fa · outbound

This paper cites Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.079919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fad4429-9c12-47aa-998e-26fb9305de19 · outbound

This paper cites Mercury: Ultra-fast language models based on diffusion,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Mercury: Ultra-fast language models based on diffusion,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.312555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 41685468-5f09-4897-9002-d1e7444e096d · outbound

This paper cites Llada-moe: A sparse moe diffusion language model,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Llada-moe: A sparse moe diffusion language model,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.088053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf19aabe-381c-423e-9352-e2366b4c7dd1 · outbound

This paper cites Chain- of-thought prompting elicits reasoning in large language models,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Chain- of-thought prompting elicits reasoning in large language models,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.296216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 488c7854-bc16-48c2-991b-504254dba426 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.095457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82576ca4-0ae2-4c3d-a183-58dc7aa7210f · outbound

This paper cites Advancing block diffusion language models for test-time scaling,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Advancing block diffusion language models for test-time scaling,

Reference 32

Resolution: verified exact; raw_fallback, observed 2026-08-05T00:36:13.236796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 429616d7-bab4-4ec1-9f71-b2d05a48054c · outbound

This paper cites Introduction to evolutionary computing,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Introduction to evolutionary computing,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.281539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bd9798ba-f231-40ef-b7f2-64dfa7b629e4 · outbound

This paper cites Evolutionary computation: a unified approach,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Evolutionary computation: a unified approach,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.266970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 829e5acc-7657-4bb5-a712-2ca047492bad · outbound

This paper cites EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:13.111354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1550b725-31bb-4223-bb16-492df4e940c7 · outbound

This paper cites When large language models meet evolutionary algorithms,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs When large language models meet evolutionary algorithms,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.252517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 15418d9d-3c44-48fc-8ac6-603c6058327e · outbound

This paper cites Sglang: Efficient execution of structured language model programs,.

Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs Sglang: Efficient execution of structured language model programs,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:36:14.238769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

No inbound Pith citation observations are available.