Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T12:04:30.348421Z
Paper Citation Record · LEDGER
Beyond the Sum: Unlocking AI Agents Potential Through Market Forces
As of 13 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:53:58.159122Z
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
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.085195Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.096172Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-13T06:32:02.005865+00:00.
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.
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 2026-08-13T06:32:02.005865+00:00.
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 2026-08-13T06:32:02.005865+00:00.
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
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.122120Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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 2026-08-13T06:32:02.005865+00:00.
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
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:04:31.249007Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.183507Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:04:31.227590Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:04:31.195324Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T12:04:30.674789Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:04:31.178670Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:04:31.162669Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.232626Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified exact
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.241775Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.265356Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.287443Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:04:31.085388Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified exact
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- 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 2026-08-13T06:32:02.005865+00:00.
Observation 3e578829-3521-4411-8dc1-28dc4f1ae34a · outbound
This paper cites Schelling.
Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Schelling
Reference 41
- Resolution
- 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 2026-08-13T06:32:02.005865+00:00.
Observation ee8208ed-8bbe-4c4d-9710-01942eb3cb12 · outbound
This paper cites Schumpeter.
Beyond the Sum: Unlocking AI Agents Potential Through Market Forces Schumpeter
Reference 42
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.315475Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.328984Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.335024Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified fuzzy
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.348421Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.339600Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified exact
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- verified exact
- 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 2026-08-13T06:32:02.005865+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:04:30.251313Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified exact
- 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 2026-08-13T06:32:02.005865+00:00.