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Paper Citation Record · LEDGER

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces

As of 12 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2501.10388.

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

pith.paper-citation-record.v1
2501.10388 v2

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:04:30.348421Z

measured 54 of 54 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:53:58.159122Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T04:53:58.953776Z

Reference resolution

53 of 53 outbound references displayed

  • verified exact9
  • verified fuzzy28
  • unresolved16
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 06c776da-9471-4b5d-9f38-345ebe55d7ab · outbound

This paper cites To React or not to React: End-to-End Visual Pose Forecasting for Personalized Avatar during Dyadic Conversations.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces To React or not to React: End-to-End Visual Pose Forecasting for Personalized Avatar during Dyadic Conversations

Reference 1

Resolution
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no resolver link, observed 2026-08-11T12:04:30.085195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.085195Z digest=sha256:bd53ad5e8708a1f1ecfe1e5ae444c9b62b39002a2ab03658edfd73e53eeda360

Observation 001c2144-6088-4274-aedc-2ad80c12c708 · outbound

This paper cites Brian Arthur.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Brian Arthur

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:04:31.450861Z

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.

source=pdf_text observed=2026-08-11T12:04:30.091151Z digest=sha256:dc6949f6f717f4f62164c6abd3390dfa5ca2d7d6879ec3a1bcf25ca0551eb488

Observation 491be114-c9ef-40b6-a73d-4d2eea18b92f · outbound

This paper cites Multimodal Machine Learning: A Survey and Taxonomy.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Multimodal Machine Learning: A Survey and Taxonomy

Reference 3

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no resolver link, observed 2026-08-11T12:04:30.096172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.096172Z digest=sha256:c8872fe0b18a0af017ad646997781d01e53b49ca4596bcb8368a036a25f3e03c

Observation 646e2dad-4412-4d1d-9925-c279d4adbd6a · outbound

This paper cites Bengio and P.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Bengio and P

Reference 4

Resolution
verified exact
raw_fallback, observed 2026-08-11T12:04:30.937375Z

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.

source=pdf_text observed=2026-08-11T12:04:30.101229Z digest=sha256:9f2672d8887c5d353c49b9d7302c6e3c6ed24d388f374fea4d6bd932ce68c664

Observation 5c1233a8-16c8-4053-80fd-3d081dd83e75 · outbound

This paper cites Making a Science of Model Search.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Making a Science of Model Search

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-11T12:04:30.105869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.105869Z digest=sha256:6466d378569e498249008d81e08ee0047bb3b5595d99aeb49c2377732de4154f

Observation 11deba61-469a-4193-a648-c4814ab3ff6e · outbound

This paper cites Superintelligence: Paths, Dangers, Strategies.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Superintelligence: Paths, Dangers, Strategies

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:04:31.435966Z

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.

source=pdf_text observed=2026-08-11T12:04:30.111459Z digest=sha256:fd4fe343689e8be9b235ad63b6fdfa680f444fb9fca84be5110d8114f633a939

Observation 467e10c7-c980-4ee0-ad4a-793090aa8744 · outbound

This paper cites Building Machines that Learn and Think for Themselves: Commentary on Lake et al., Behavioral and Brain Sciences, 2017.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Building Machines that Learn and Think for Themselves: Commentary on Lake et al., Behavioral and Brain Sciences, 2017

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-11T12:04:30.753662Z

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.

source=pdf_text observed=2026-08-11T12:04:30.116956Z digest=sha256:e995cdfab076f03717f8a08583b41cb5252377dded66c3820563f879c5fa7e82

Observation 773d1994-b711-483d-af71-d51ac26f5b23 · outbound

This paper cites Language Models are Few-Shot Learners.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Language Models are Few-Shot Learners

Reference 8

Resolution
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no resolver link, observed 2026-08-11T12:04:30.122120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.122120Z digest=sha256:a9e20098079edde43318790a8f0b80a489d1ce1ac94467961ea8f4dd4110c82d

Observation 33c9a0d9-97c7-4369-a7ad-b95e4db18307 · outbound

This paper cites Race against the machine: How the digital revolution is acce lerating innovation, driving productivity, and irreversibly trans forming employment and the economy.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Race against the machine: How the digital revolution is acce lerating innovation, driving productivity, and irreversibly trans forming employment and the economy

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:04:31.421156Z

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.

source=pdf_text observed=2026-08-11T12:04:30.127088Z digest=sha256:d4387d61e60f109626c3a7902853b2231dc4a23e64ae3bc1cbed0f3f57dad529

Observation a3c03904-80c5-4e68-bf39-1e4044f6214e · outbound

This paper cites The Second Machine Age: W ork, Progress, and Prosperity in a Time of Brilliant T echnologies.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces The Second Machine Age: W ork, Progress, and Prosperity in a Time of Brilliant T echnologies

Reference 10

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raw_fallback, observed 2026-08-11T12:04:31.403762Z

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.

source=pdf_text observed=2026-08-11T12:04:30.131918Z digest=sha256:7f172c099ce5209c02a83eae58a7a723ac0ab1deb91a0aad958aa1875dc0ecea

Observation 5697206b-c577-46a3-8451-bef559003dc8 · outbound

This paper cites The laws of identity.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces The laws of identity

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:04:31.388651Z

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.

source=pdf_text observed=2026-08-11T12:04:30.137008Z digest=sha256:3f93f21daa05c08bcf8f710ee94fe090e9c85d438d5c15ece4789a16a9477f09

Observation 2c95697b-391b-4135-8e13-fc6c99772ce5 · outbound

This paper cites mastering the gam e of go with deep neural networks and tree search.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces mastering the gam e of go with deep neural networks and tree search

Reference 12

Resolution
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raw_fallback, observed 2026-08-11T12:04:31.373151Z

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.

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Observation 09b4f7c6-4101-4147-b876-2e209764ea7e · outbound

This paper cites Tool loop – claudette, 2024.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Tool loop – claudette, 2024

Reference 13

Resolution
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raw_fallback, observed 2026-08-11T12:04:31.357150Z

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.

source=pdf_text observed=2026-08-11T12:04:30.151348Z digest=sha256:1461a4a34ed2d5ce0721ade733f1492321efc440c3de627c953f79aedb3db260

Observation aec22030-46d5-4cff-a338-fb44a2b8af19 · outbound

This paper cites Windsurf: Codeium’s AI-Powered Code Generat ion, 2024.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Windsurf: Codeium’s AI-Powered Code Generat ion, 2024

Reference 14

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raw_fallback, observed 2026-08-11T12:04:31.337957Z

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.

source=pdf_text observed=2026-08-11T12:04:30.155846Z digest=sha256:482d3a2bb8151a4dc35b2e1db88abd283762c485720943a44db0fd20967bfa2e

Observation d27eab22-9085-4a3f-b6c1-10d775485231 · outbound

This paper cites Cursor: The AI-Powered Code Editor, 2024.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Cursor: The AI-Powered Code Editor, 2024

Reference 15

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raw_fallback, observed 2026-08-11T12:04:31.321151Z

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.

source=pdf_text observed=2026-08-11T12:04:30.160360Z digest=sha256:7823cc1022367cd9435e4af6edd3a674d5ef4a0b476783673fc55ecdb0fbafa0

Observation 73e40fe4-ba19-4ecc-a670-48591f6b3e11 · outbound

This paper cites Human-computer interaction, volume 1.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Human-computer interaction, volume 1

Reference 16

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raw_fallback, observed 2026-08-11T12:04:31.305170Z

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.

source=pdf_text observed=2026-08-11T12:04:30.164747Z digest=sha256:8f0f444388482db0e3319fc272ccb5f6f683d6ed668d89265b9f77115d9fadc3

Observation c35fc1d9-fba2-4657-ac1d-08d26968a7ca · outbound

This paper cites The sybil attack.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces The sybil attack

Reference 17

Resolution
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raw_fallback, observed 2026-08-11T12:04:31.285143Z

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.

source=pdf_text observed=2026-08-11T12:04:30.169017Z digest=sha256:0de5027944b51fbcb83c0250a7dc069cd301b00b5f6d1d2a06d83fe1dc5bb330

Observation 5786e6a8-7669-4a56-b14c-48d77bb3093a · outbound

This paper cites Survey: The ai wave continues to grow on softwar e development teams - the github blog, 2024.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Survey: The ai wave continues to grow on softwar e development teams - the github blog, 2024

Reference 18

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raw_fallback, observed 2026-08-11T12:04:31.268502Z

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.

source=pdf_text observed=2026-08-11T12:04:30.174116Z digest=sha256:a93994e43f33fdcc6da4298c7e9220f9ec2725b64230e928588589e92a8a1ade

Observation 34c24d35-3eae-4c14-8a4c-400349dba0cc · outbound

This paper cites GitHub Copilot: Y our AI Pair Programmer, 2 024.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces GitHub Copilot: Y our AI Pair Programmer, 2 024

Reference 19

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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.

source=pdf_text observed=2026-08-11T12:04:30.178673Z digest=sha256:ad4990c1c4a4b01ec6728980b1f07292ad3d870fb3de9b3a618d81b19923c0f4

Observation d3d24d3e-006f-4a72-bc00-aca865b1d02e · outbound

This paper cites Challenges in Representation Learning: A report on three machine learning contests.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Challenges in Representation Learning: A report on three machine learning contests

Reference 20

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no resolver link, observed 2026-08-11T12:04:30.183507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.183507Z digest=sha256:4207c4ae9d5eb6893e3684026875c3d4099d791e2033d9d878e0ed78aedea54d

Observation 17f35624-91d4-4af3-b1b0-031477694295 · outbound

This paper cites Digital infrastructure.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Digital infrastructure

Reference 21

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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.

source=pdf_text observed=2026-08-11T12:04:30.188621Z digest=sha256:297201df120e5fc46d2a5a02788a2c36c2b50f7b086af5e414956fa3f67b4a64

Observation 468e7680-8fac-4372-860f-0dfe497e5734 · outbound

This paper cites The future of payment systems.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces The future of payment systems

Reference 22

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raw_fallback, observed 2026-08-11T12:04:31.211308Z

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.

source=pdf_text observed=2026-08-11T12:04:30.193542Z digest=sha256:4d35cd212df7501a4fd1bd87c120d19138affdd119cf4f56ca33b8979902aba2

Observation 1c7a777a-7c03-402b-853a-ac422c57bf7f · outbound

This paper cites an unresolved cited work.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Unresolved cited work

Reference 23

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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.

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Observation 953214bd-ea0e-4a94-acdc-f8f99d2fd68e · outbound

This paper cites Playing Minecraft with Behavioural Cloning.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Playing Minecraft with Behavioural Cloning

Reference 24

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local_arxiv, observed 2026-08-11T12:04:30.674789Z

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

source=pdf_text observed=2026-08-11T12:04:30.203511Z digest=sha256:dcaae8f723f80a9fe843e63d6c46a7508d6edb67e475fc24b6aa22b602f02bab

Observation 0c0eeadc-ed07-417d-88a7-efa952ec2f72 · outbound

This paper cites General characterization of agents by states they visit.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces General characterization of agents by states they visit

Reference 25

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

source=pdf_text observed=2026-08-11T12:04:30.208282Z digest=sha256:32400443dd9e3614d10f0c7b001e9d36c9991f97c4a28fbdd4d71e07dc0ccaa1

Observation a71fc486-96a1-470a-b02d-1832e5b739ca · outbound

This paper cites Action space shaping in deep reinforcement learning.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Action space shaping in deep reinforcement learning

Reference 26

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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.

source=pdf_text observed=2026-08-11T12:04:30.218105Z digest=sha256:0724ebac532757c6580e7effd111bee5624b4b9d6452e1b137c42cfbc6045c96

Observation b9b425bc-40c6-4d5a-b71d-3bd42324d2e8 · outbound

This paper cites Scaling Laws for Neural Language Models.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Scaling Laws for Neural Language Models

Reference 28

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no resolver link, observed 2026-08-11T12:04:30.232626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.232626Z digest=sha256:71bc97b989689be531fc15d06e770f4c62882ab49c24f7507c519794d33f5cff

Observation 8cd9c805-5731-41b4-9596-d43a5f41ee06 · outbound

This paper cites Action Space Shaping in Deep Reinforcement Learning.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Action Space Shaping in Deep Reinforcement Learning

Reference 29

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local_arxiv, observed 2026-08-11T12:04:30.628431Z

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.

source=pdf_text observed=2026-08-11T12:04:30.223383Z digest=sha256:60abddf672c35a00d5c57c61562bede9349a211375065fd3212e9d512f75e9ac

Observation 2ce31e43-34ee-4cd4-b8d6-671f40c26f7e · outbound

This paper cites Multimodal Lecture Presentations Dataset: Understanding Multimodality in Educational Slides.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Multimodal Lecture Presentations Dataset: Understanding Multimodality in Educational Slides

Reference 30

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no resolver link, observed 2026-08-11T12:04:30.241775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.241775Z digest=sha256:a49fb8e78289df79b9aa1bc8c887e811fd6c992c4f52a1c605bfc3526bfc62f3

Observation efd03a03-244f-44d1-a4a4-31c69a3f1d4d · outbound

This paper cites Automating code review activities by large-scale pre-training,.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Automating code review activities by large-scale pre-training,

Reference 31

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raw_fallback, observed 2026-08-11T12:04:31.147592Z

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.

source=pdf_text observed=2026-08-11T12:04:30.246543Z digest=sha256:14979151f0203b9743e9d1ec7d569a11e3eb99c476a55af60bdb971d8a1aeef6

Observation 5fa8f226-efe8-4b2e-b15f-28266c1634bb · outbound

This paper cites From Video Game to Real Robot: The Transfer between Action Spaces.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces From Video Game to Real Robot: The Transfer between Action Spaces

Reference 32

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verified exact
local_arxiv, observed 2026-08-11T12:04:30.590600Z

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.

source=pdf_text observed=2026-08-11T12:04:30.237038Z digest=sha256:b4ccab7a32c511e707e7527f66a6405a7361b10455dda18995f677430a4fecf6

Observation 2fb8333a-0fe0-49f1-882c-7b7b0506b996 · outbound

This paper cites Handbook of collective intelligence.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Handbook of collective intelligence

Reference 33

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raw_fallback, observed 2026-08-11T12:04:31.117381Z

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.

source=pdf_text observed=2026-08-11T12:04:30.261215Z digest=sha256:85d8fea594a98fa1e26e6ce4c1167cbd98f654515f85976e1aac726e1e01b900

Observation bd80b854-4a24-4e25-b194-1ff9683e729b · outbound

This paper cites Deep Learning: A Critical Appraisal.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Deep Learning: A Critical Appraisal

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.265356Z digest=sha256:d69f6ac2b05ddca6da649e4a1da00e486a6484a4de224a8268981d92abca19bd

Observation a79d2e83-3cd0-43d4-a26e-aa343c8c9bb5 · outbound

This paper cites Cloud computing: theory and practice.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Cloud computing: theory and practice

Reference 35

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raw_fallback, observed 2026-08-11T12:04:31.101392Z

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.

source=pdf_text observed=2026-08-11T12:04:30.272017Z digest=sha256:75112e78fec20c1472c3999ac1da9d489cb58e72dbea794fb7e1ca9d13f8645b

Observation 36834330-6065-4466-9818-f83e8a9b6938 · outbound

This paper cites Advances in Financial Machine Learning.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Advances in Financial Machine Learning

Reference 36

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raw_fallback, observed 2026-08-11T12:04:31.132607Z

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.

source=pdf_text observed=2026-08-11T12:04:30.256968Z digest=sha256:79e06af39f3f8296233938823c56c6212816e0e6e5b05d904f08365c7deb2378

Observation 97cfac09-3b4d-4bed-a367-6b6dc1ddcc2e · outbound

This paper cites Playing Atari with Deep Reinforcement Learning.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Playing Atari with Deep Reinforcement Learning

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.287443Z digest=sha256:209f49368e5cb6391624a00480a2ed996b89f2efce3bc7dccf23090b9aa351c1

Observation f1147809-cfbc-48da-8796-9c4b7499ef3c · outbound

This paper cites Algorithmic game theory.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Algorithmic game theory

Reference 38

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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.

source=pdf_text observed=2026-08-11T12:04:30.292268Z digest=sha256:ca897d3085736914a875396df6a60174998fe6a0b35ddc9b76095516ad754974

Observation 029960dd-fad5-40c3-b2af-d15acd6445ef · outbound

This paper cites A Comprehensive Review of Data-Driven Co-Speech Gesture Generation.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces A Comprehensive Review of Data-Driven Co-Speech Gesture Generation

Reference 39

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local_arxiv, observed 2026-08-11T12:04:30.478606Z

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.

source=pdf_text observed=2026-08-11T12:04:30.296972Z digest=sha256:2e6848758792c3320c8f2f868fa8614921508d057c0351a879c0859fb7a9b986

Observation 485830fe-8313-4ee6-ac36-b30e7b91df0d · outbound

This paper cites BEDD: The MineRL BASALT Evaluation and Demonstrations Dataset for Training and Benchmarking Agents that Solve Fuzzy Tasks.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces BEDD: The MineRL BASALT Evaluation and Demonstrations Dataset for Training and Benchmarking Agents that Solve Fuzzy Tasks

Reference 40

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verified exact
local_arxiv, observed 2026-08-11T12:04:30.520907Z

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.

source=pdf_text observed=2026-08-11T12:04:30.280484Z digest=sha256:54c6131136e9a6c1eeb3796881bcd77a33c89836b1761bbd7b8d8560d9ec710d

Observation 3e578829-3521-4411-8dc1-28dc4f1ae34a · outbound

This paper cites Schelling.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Schelling

Reference 41

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verified fuzzy
raw_fallback, observed 2026-08-11T12:04:31.050817Z

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.

source=pdf_text observed=2026-08-11T12:04:30.306555Z digest=sha256:b6c0a9e2ba3a761d93371a5e9f40d30b2cbb46951c701791bf03897f09ad9b5d

Observation ee8208ed-8bbe-4c4d-9710-01942eb3cb12 · outbound

This paper cites Schumpeter.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Schumpeter

Reference 42

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raw_fallback, observed 2026-08-11T12:04:31.034901Z

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.

source=pdf_text observed=2026-08-11T12:04:30.311039Z digest=sha256:0cab6fdf35571148abe33873dd3f97a46f113282873cc98c34319f3a7d6fff62

Observation c01dde67-806f-4de8-81c3-a6d3d5c47842 · outbound

This paper cites Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

Reference 43

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unresolved
no resolver link, observed 2026-08-11T12:04:30.315475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.315475Z digest=sha256:0cce07dbb16c5e03d6a3985832670074a67e546899a3cf67a6b64f64612eb2c3

Observation e7df4c0e-0083-4b6b-8a60-567fdb751170 · outbound

This paper cites Replit agent | replit docs, 2024.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Replit agent | replit docs, 2024

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:04:31.068337Z

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.

source=pdf_text observed=2026-08-11T12:04:30.301837Z digest=sha256:7262ce6c040e1c8768a897a6157c704f63117585326da51cbcd38b921cadf667

Observation 2d018a91-fc82-4f99-ad02-6f734ce97725 · outbound

This paper cites An Inquiry into the Nature and Causes of the W ealth of Nations.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces An Inquiry into the Nature and Causes of the W ealth of Nations

Reference 45

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verified fuzzy
raw_fallback, observed 2026-08-11T12:04:31.003298Z

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.

source=pdf_text observed=2026-08-11T12:04:30.324395Z digest=sha256:bddfb6b8f418712158329b4b9ba840882e350de8f8c0e3726662f4f8334031ce

Observation 20423771-7288-49a7-9758-c7e2bbb8e2b6 · outbound

This paper cites Attention Is All You Need.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Attention Is All You Need

Reference 46

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no resolver link, observed 2026-08-11T12:04:30.328984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.328984Z digest=sha256:ce96e30e8dd1c62899c4d06ec2501d57daa39e561fef23ad6eac4c5b2ee1c721

Observation 6779a8f4-e413-4199-8752-bd470a435af9 · outbound

This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Voyager: An Open-Ended Embodied Agent with Large Language Models

Reference 47

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no resolver link, observed 2026-08-11T12:04:30.335024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.335024Z digest=sha256:416f195b9597386b90576467798e8fafbc697eb7885e438f5fa284ac8a8c2234

Observation 7ddce2b5-3ac6-4f1f-a545-35f8a83b31ba · outbound

This paper cites Survey of different typ es of captcha.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Survey of different typ es of captcha

Reference 48

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raw_fallback, observed 2026-08-11T12:04:31.018824Z

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.

source=pdf_text observed=2026-08-11T12:04:30.320005Z digest=sha256:8278be5e0e791fea5acbda3ef642f293cf4eeb4e22b6133293170f8862242091

Observation c123de13-80d4-4ae5-8028-1bb8c206b056 · outbound

This paper cites Gho st in the minecraft: Generally capable agents for open-world environments via large language models with text-based knowledge and memory, 2023.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Gho st in the minecraft: Generally capable agents for open-world environments via large language models with text-based knowledge and memory, 2023

Reference 49

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verified fuzzy
raw_fallback, observed 2026-08-11T12:04:30.988119Z

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.

source=pdf_text observed=2026-08-11T12:04:30.344123Z digest=sha256:841380edb811a36e980e5636ca7a9f4d31ec12caaa1cf4070817dbbe36355b8d

Observation bb3f9e8b-2143-476b-b059-8e639cecbc9d · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Fine-Tuning Language Models from Human Preferences

Reference 50

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no resolver link, observed 2026-08-11T12:04:30.348421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.348421Z digest=sha256:5b17a1d3a4f5e0595847afc00cab42e4afbb31f87f07bcf63f589aedec98cccc

Observation 954935ac-a2d1-41f6-a39b-96950f7f5c58 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 52

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no resolver link, observed 2026-08-11T12:04:30.339600Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-11T12:04:30.339600Z digest=sha256:ad504d398aff35a8659a75970f86e2c1251d1db0b9c1dbc397d64d5ddcf1cc06

Observation 698f3058-8abd-4422-9df4-567d7f1fae01 · outbound

This paper cites Teaching Deep Convolutional Neural Networks to Play Go.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Teaching Deep Convolutional Neural Networks to Play Go

Reference 2014

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local_arxiv, observed 2026-08-11T12:04:30.715216Z

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.

source=pdf_text observed=2026-08-11T12:04:30.146516Z digest=sha256:099363e7fb6f8a93ee6317b2db3c38ed106b2070ea4b2368883d5db8ba21fd2b

Observation a196359b-cf5a-482d-ab29-801b70225e8e · outbound

This paper cites General Characterization of Agents by States they Visit.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces General Characterization of Agents by States they Visit

Reference 2020

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local_arxiv, observed 2026-08-11T12:04:30.650951Z

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.

source=pdf_text observed=2026-08-11T12:04:30.213077Z digest=sha256:add089a2a50931c19e42cbacbbaf167c308708e740e682e35a98b271c95282b1

Observation 822f492b-896e-465d-907d-7a1c00fcd7a0 · outbound

This paper cites Automating Code Review Activities by Large-Scale Pre-training.

Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Automating Code Review Activities by Large-Scale Pre-training

Reference 2022

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:04:30.251313Z digest=sha256:c0e0e863be6ad129c34d3fa00ce345bb5304ceed0920584c4f37b6810593a379

Pith citing papers

Observation 41acccff-4880-480d-b570-02dce93575f4 · inbound

Intelligent System of Emergent Knowledge: A Coordination Fabric for Billions of Minds cites this paper.

Intelligent System of Emergent Knowledge: A Coordination Fabric for Billions of Minds Beyond the Sum: Unlocking AI Agents Potential Through Market Forces

Reference 14

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local_arxiv, observed 2026-08-07T04:53:59.019371Z

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.

source=pdf_text observed=2026-08-07T04:53:58.159122Z digest=sha256:5a8dd5c7e82414910d1ed047c085cb01b8e5fc86cbd57bb869181f17988d19cf