Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:00:38.595382Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2608.02867.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:00:38.595382Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
71 of 71 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 10cc2266-5460-487e-8a8e-fb4d90825c15 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ef26f1d-ac6b-4e08-9502-e6eafc4897d2 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Curriculum Reinforcement Learning Can Incentivize Reasoning Capacity in LLMs Beyond the Base Model
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54e5e015-3a6d-4af1-9142-634f3d02cada · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0cbc758a-aff0-4f87-9fbb-f3a56fa9a91d · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48a2230f-7a7b-4387-b7ca-18ec19297b38 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40240d80-5295-4de6-80c3-4e6635af28d2 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d13c597b-b9c1-469e-88a5-865208286f29 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b4e2134c-082d-4b60-a996-dc448b85fc74 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? A Configurable Library for Generating and Manipulating Maze Datasets
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 145d61d7-c777-4561-a0de-37b0f18171b0 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41c5d080-d22d-4ef2-b805-f79f9472aae9 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Understanding R1-Zero-Like Training: A Critical Perspective
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91525a9e-2f01-4ab7-8e2b-5fcbde18bcbc · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? gpt-oss-120b & gpt-oss-20b Model Card
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 233fe997-19d8-4c28-81a7-6cbc4c707a2e · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2534bf56-9a6b-45f8-807a-ac7f8035d2af · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 350d97d0-e56d-4abc-bc20-3497006290ea · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Qwen2.5 Technical Report
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66213ac0-40c8-47fd-a6ed-5e7fddae0556 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d80858d8-244b-43db-b776-01457f2186c2 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a34ab783-4277-4304-827d-48ee5f01e286 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Gemma 3 Technical Report
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7d0ee7a-a708-498f-98a7-6eea4569c070 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66b8a233-9404-4698-9105-8bec9295c26b · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de4739e4-60ae-4894-aeee-2feb3e7fd53e · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f5e93fc-989d-4cc8-9f23-4d8300837c4f · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Le, Ed H
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34d08d44-e088-45f8-bedb-c4f2f05ba662 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 387dc59e-74bb-4710-a9f1-ffe1eececcfc · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Qwen3 Technical Report
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95005981-a629-4c7b-8135-ed6298ec9ae0 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0982eea-6efb-4c06-9589-e4510f466022 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Griffiths, Yuan Cao, and Karthik R Narasimhan
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5565de2b-47ee-493b-840c-8c7db571b9db · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0338adaa-f69d-406a-bead-084228d2eb27 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51ddc305-4cf7-4ad5-8cd6-1e51a6886059 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 48fafe5b-03a0-4a19-abd1-f619008f646a · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? First Return, Entropy-Eliciting Explore
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 207bd479-e2b7-4373-b4b2-a7a4cc1454b6 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a36cd28-e6da-487a-8290-4f5e9da3eb84 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Does Reinforcement Learning Really Incentivize Reasoning Capacity in
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8bb272cf-69db-42ca-a80d-daa0eca9887b · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Transactions of the Association for Computational Linguistics , volume =
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1753f527-efab-49e0-89d5-e839ab5234d5 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2026 , url=
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f38b4f4-6423-486a-821f-20c6c114719b · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0518adbe-154d-4d98-84fb-9e1341f4f2d5 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2024 , eprint=
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a882080d-fd5a-41e2-9497-58246420d847 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Le and Ed H
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72ae4ed0-6cc8-470f-bbc2-3670c944f372 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Thirty-seventh Conference on Neural Information Processing Systems , year=
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cb35fbc-0218-4912-97e8-a0db5ba31247 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cc120587-e312-48bc-aa75-5ebc02206cec · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d89f1542-d028-49a9-be6c-92d5714ca1a8 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 023008ea-f275-42e3-85c5-f121fef6373a · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Findings of the
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 54c354c3-7916-4513-adce-4ee43e16312e · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , month = nov, year =
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 722e618f-0ff8-4932-8f3b-52bfc3bf6d99 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Findings of the
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 43564199-578c-4de9-a605-5bfef69de3e6 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Proceedings of the 64th Annual Meeting of the
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2f01823e-c93d-44b0-9c7a-cfd2b8125608 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Rewarding the Rare: Uniqueness-Aware
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0c8a61e8-ab3d-4c56-8208-a54cbfaedf56 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Findings of the
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2c5fea73-8e67-4850-94c9-052e06b6add2 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Findings of the
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c91ee8bc-bb6e-43a1-be7c-c5f3b1e9aa5c · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2026 , eprint=
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78520707-1dfd-4ac3-a591-87f8dd10c634 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? The Fourteenth International Conference on Learning Representations , year=
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c7a91dd1-bbc9-42e6-80af-fba7809ce842 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? A Few Bad Apples Spoil the Bunch: Preventing Global Entropy Collapse Driven by a Small Set of Tokens in
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 604f3453-944f-4949-be29-f51ca086612a · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Findings of the
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7a2a8cf8-b739-4142-9ca3-2c2859979c62 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2026 , eprint=
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57888fa0-461a-4d96-822a-4494a66dd1f8 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Rethinking Entropy Interventions in
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3dfd6386-130e-476e-b494-95cad0547239 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Semantic-Space Exploration and Exploitation in
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 94c110dd-c8ee-4028-82ad-03b44ee43b4b · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 411cf53d-0c49-4d52-9948-f1fdcab75bb1 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Proceedings of the AAAI Conference on Artificial Intelligence , year =
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0c5e2f6-b179-4fb3-bb9b-8a0798f8a524 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9f20be6e-2789-45d6-a508-7ad961fefdf9 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2026 , url=
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 84c09dbd-2bda-4928-bbd4-955fc3f09c75 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , month = nov, year =
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ca322072-3ebd-4c78-8b0b-30beab455fed · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? QLoRA: Efficient Finetuning of Quantized LLMs , url =
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8eb2d2b-10e7-470f-a327-08e472e0bba5 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d73cc7f-7505-463b-a4b8-3335af0719d9 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5e48ab3-b958-40ca-967d-298e8a9625d2 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Qwen2.5 Technical Report , url =
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 801d59f1-638f-4c9c-853a-16ae04ca5107 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2023 , eprint=
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 221dab8d-1ca3-4d5b-9d66-528793f1eb06 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87419e71-07a5-48a2-a997-f6256b9826b3 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=
Reference 81
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40346b62-a5b0-4d95-aacc-97eaf1b81544 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=
Reference 82
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3364d08-a180-42cb-9e00-d801b0983f05 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Qwen3.5: Accelerating Productivity with Native Multimodal Agents , url =
Reference 83
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36fe436c-bf14-4ea9-990a-21872ae6cacc · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? Unresolved cited work
Reference 84
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b882f635-7cbe-4ec0-b337-b10346384517 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2025 , eprint=
Reference 85
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d14054ff-2e60-4476-84a6-a56f854d5ed0 · outbound
BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences? 2026 , eprint=
Reference 86
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.