Pith. sign in

Paper Citation Record · LEDGER

Test-Time Deep Thinking to Explore Implicit Rules

As of 23 July 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2605.24828.

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

pith.paper-citation-record.v1
2605.24828 v2

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T11:52:15.163893Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-22T06:31:00.163083+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

65 of 65 outbound references displayed

  • verified exact19
  • verified fuzzy46
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4ed89418-de46-464c-9ad1-0237aa8df8ae · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.531360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:506f1bc25f210a54552b33ede9b160259018b4b77ddc42bac338cf45ac762c85

Observation 87fd8886-651e-4c1b-9b21-1a64611edfbf · outbound

This paper cites FireAct: Toward Language Agent Fine-tuning.

Test-Time Deep Thinking to Explore Implicit Rules FireAct: Toward Language Agent Fine-tuning

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:54:38.220238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:cb6998ab52afbb5f4550c29d1521d0d8b3d22b0fd264556c87f63eade8e43e04

Observation 79d0f974-0347-456e-b099-73b1ddce1e57 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.525642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:b49d5e49dd6a1c104da720248f590f29406e8758c741df165642a06b26eb5b25

Observation 792c77f3-9a32-4438-b1c8-6edd1876ae27 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.478055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:9f465cae6edbd8ca4aa8c90e783c2bce64143bb81c5ad240a5f1a1a518700a34

Observation 4725f3e5-7403-40da-ab28-ac7b43d1d98c · outbound

This paper cites BabyAI: A Platform to Study the Sample Efficiency of Grounded Language Learning.

Test-Time Deep Thinking to Explore Implicit Rules BabyAI: A Platform to Study the Sample Efficiency of Grounded Language Learning

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:54:38.193285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:49458cf6f3181cb53bda0e51ce2cb06cf072c447ae460bff8a4157672bf79584

Observation c69d0208-45c1-41cb-9cc9-aea0d3722215 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.422707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:9ec50bb599098c2e97a40529ac200ec2cd6a8eb02e046c597b73536470f4baf0

Observation 1d48e503-bd6f-4085-8a22-4f763f2c90f6 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.528246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:3abddc426e4f53d17f01919b774f77559884c465351e49dd358b412d1ec720c6

Observation 072174d9-9e44-4abc-9638-4ea9a8a01b69 · outbound

This paper cites AgentRefine: Enhancing Agent Generalization through Refinement Tuning.

Test-Time Deep Thinking to Explore Implicit Rules AgentRefine: Enhancing Agent Generalization through Refinement Tuning

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:54:38.208867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:c9c9e4c60b23e7bdd6cf26beef6ba0bdc37a5973427c1c206701bd829b813060

Observation 2b2a2d24-cde5-436e-adab-992002303be8 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.506258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:017ee251feaf2788178bc42e3334f6e2174c6cda6ec9418f212026d95a2b20df

Observation 4f0c6c5d-74b6-47d0-b642-a1b6da5dc164 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.501351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:8f6cbb14e6727132883cded185989e42666caf11a5ae0190e98cb44c76fd965e

Observation fb9f4d8e-faca-471c-a894-93a2b7414828 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.518014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:f4442eac64c71e20cd5808441070e39aa3bc7965e5d0af1547cae4a2420a981a

Observation b302865b-8999-4a2c-825f-673e447a6c33 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Test-Time Deep Thinking to Explore Implicit Rules Qwen2.5-Coder Technical Report

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.207311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:815c682bbd48986b5ff27c7acf526b6220a63c7e20aa196c3adff1df2b00f355

Observation 24ed9afb-61ad-45e7-882d-69021c1257d3 · outbound

This paper cites GPT-4o System Card.

Test-Time Deep Thinking to Explore Implicit Rules GPT-4o System Card

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.244069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:456e4fe673782d42ac6d288cdbd66200c2a017367e56fb71269f04e3dfac7bfc

Observation beff62aa-d52d-41d6-8c63-dfe392ef618a · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

Test-Time Deep Thinking to Explore Implicit Rules Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.238975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:1ab598376a0b633bdcae18ab3a279d9ec19cbc1b1549657b2ab7555e40202aef

Observation 40b15aa0-2533-4d1e-b9db-ba3409eb20d8 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.520280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:5df59de7f4697d892c9397a39d0df709616753de0a6e9a7ae7b20fbf0383e31d

Observation 396c3eef-7a1b-4004-8d51-f4861228ae6f · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

Test-Time Deep Thinking to Explore Implicit Rules Gonzalez, Hao Zhang, and Ion Stoica

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.513598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:debf0e91f8ecca085769578d72d0f127e08ae1bc8a99a97bf066958e7b42ef0a

Observation cd6c5f74-6829-48a4-ab70-06bbf164d833 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.456274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:e923bac112e0737c11986eac62849429cb23c0bcab07c68f7e0e9a41434e6bcf

Observation 7f32f2ee-433a-4cd9-8846-c0e26013d1bb · outbound

This paper cites Structured Agent Distillation for Large Language Model.

Test-Time Deep Thinking to Explore Implicit Rules Structured Agent Distillation for Large Language Model

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.236797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:8867fc4001695e9960d736508285481b9226d06900ae86b12860b95f57cc3ed5

Observation 4d3292b0-95d1-4b15-a8b0-09ac6c0ddcc8 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.431664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:2f9d295d7ebc5586ceab8a4be6e679e44d990b443f553815103851e1048afb20

Observation 8cc7ecff-c502-4172-871a-d6676589f4e5 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.458882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:7d6ef66f5a83b02d85989c878e09e93e49ac4073047cca14c1ec490dc9ea39da

Observation 177c3f3e-8fa5-41d1-97ac-aee5b5379efd · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.453224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:de8d5d127b07f22f77aa9070c5a6ffc6cfef1455adf234e5a91d55d6b5ee2c2d

Observation 00e5197d-3c72-4001-a39c-64829a905f4c · outbound

This paper cites UI-TARS: Pioneering Automated GUI Interaction with Native Agents.

Test-Time Deep Thinking to Explore Implicit Rules UI-TARS: Pioneering Automated GUI Interaction with Native Agents

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.239288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:c26fcd289033223d66be50ddd739c65f5c502558046affc4c931b7f3d68d5037

Observation 7b842646-cf4b-441d-808c-92f5f855ad70 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Test-Time Deep Thinking to Explore Implicit Rules DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.241554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:29ddabee63005bb542d04472e392b8e78cbcf9cacbafcb04abfa589604428f12

Observation e3747f9f-499d-4efe-8316-afcbb77ec24e · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

Test-Time Deep Thinking to Explore Implicit Rules HybridFlow: A Flexible and Efficient RLHF Framework

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.228137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:05acad19d7b509d499ea16f2bd583c1826b1ee3095a701c22f2791934ae030e6

Observation a7bffeee-4874-4500-b8cc-095f280c6c1e · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.488262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:cd751d58035b6903f7c9ae88b9c1879dcfc44168f12c3244ad7f175e57694af6

Observation 5e2a5a8c-777b-48c6-bc7c-6f53d1485f31 · outbound

This paper cites ALFWorld: Aligning Text and Embodied Environments for Interactive Learning.

Test-Time Deep Thinking to Explore Implicit Rules ALFWorld: Aligning Text and Embodied Environments for Interactive Learning

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.230748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:cbedb519a0646c37af2ca326e2a51df91d40736fb0a24f9f0d2395716ce7b0db

Observation 63cd7efd-556e-43b0-adac-3656de6cb141 · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

Test-Time Deep Thinking to Explore Implicit Rules R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.225023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:da5dc0c64e427d50c43d8c3c207bbc16cc5820d49e43fb51d4f4a076597e16b2

Observation 0f9e2d75-b0e2-406d-85b2-8c21d4e8766a · outbound

This paper cites R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning.

Test-Time Deep Thinking to Explore Implicit Rules R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:54:38.234014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:0da080689d7692c5a09f697f46e1c575a9034b39cc9616ef1314d7b51619366f

Observation d096bda9-714e-4a39-82cc-95a040e5e2f9 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.405259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:0b7e3dc7347d782733ad79763c109a4cfdaaa00da2ec97ef5277a07963bd4a2c

Observation d1c0b134-c71e-4b73-90ff-762b459da0c9 · outbound

This paper cites Trial and Error: Exploration-Based Trajectory Optimization for LLM Agents.

Test-Time Deep Thinking to Explore Implicit Rules Trial and Error: Exploration-Based Trajectory Optimization for LLM Agents

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:54:38.217679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:822872081ca599b5bb754c3f2cf44b7bc09b8ac6dd4c0447fd7daa133c3088d2

Observation 91267d2b-0a7d-41ef-b0f7-f8e7b84782e8 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.490891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:6b8a758c946bfc1f82185cdff38cf57aa1ef923500785219229b0230815819ab

Observation 47eafe89-ffc7-457d-95cc-62f789afbc09 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.444323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:51df4ca3ef78ec6b9139f7740f3d26b27c5c69490e98aa1305051d068a5312f3

Observation cacdf9de-8392-4031-b4ae-f7641b287547 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.408498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:1539b2d64cffc5b74d5fe5cfc6453b7ddf609d681def71d1a4a7ef1024b6f215

Observation 6b0ca690-958a-454a-9268-edc83781836b · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.461507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:38be6935b325523c4280e3e463badafcf3e34831dfa260faf3f9b3f66d35fa13

Observation 3b40b939-7bbe-4ec7-b924-ae2b29d3c4df · outbound

This paper cites RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning.

Test-Time Deep Thinking to Explore Implicit Rules RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning

Reference 35

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.222745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:fdda087d875352eb8dd3dfd40368de5dca1e775f85ca4158ac9e17a5e2540c36

Observation 89fb29c7-c031-4f05-94b8-347baffad296 · outbound

This paper cites OS-ATLAS: A Foundation Action Model for Generalist GUI Agents.

Test-Time Deep Thinking to Explore Implicit Rules OS-ATLAS: A Foundation Action Model for Generalist GUI Agents

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-06-30T11:54:38.215772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:31aa465cdef2c0b05e97b2609d1c24c41ee8c3fdc45559d7bc79f2cea8fe9a28

Observation 503b0cf1-cd55-4649-ba5a-033f3ca27251 · outbound

This paper cites AgentGym: Evolving Large Language Model-based Agents across Diverse Environments.

Test-Time Deep Thinking to Explore Implicit Rules AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:54:38.202000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:d2a446945dad03fa772779a50ae85826b93e1d524caba5c8b8f4c2ba39a87f38

Observation 5282e710-f258-4675-87ba-a4f8227eb844 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.411782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:560b2e664875b365aade4a6f2a72e080cb380218f42a8c32c538d17bb70c9c6b

Observation f62baba9-816b-40f1-a3bd-a48113e8dd31 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.498922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:2b72ded6195db0fa5d227406e59dfa1856397f946f6df97db7f4abfaa0d93cf4

Observation 0e648437-124a-415d-84cf-a2365f4e8cc6 · outbound

This paper cites O3D: Offline Data-driven Discovery and Distillation for Sequential Decision-Making with Large Language Models.

Test-Time Deep Thinking to Explore Implicit Rules O3D: Offline Data-driven Discovery and Distillation for Sequential Decision-Making with Large Language Models

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:54:38.213297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:069253400cd37ab9d1e6477a554743bf059718cc8e5bf50ed9f74b661038450d

Observation ebad123c-c59e-4a57-8ed1-a571546b8824 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.473096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:1b235fa798c224da1dee29b3d902c41d2f449b5e45e1204ae3818fb294c87fcf

Observation ce02cf21-5129-4853-ac7b-4e4b84e946f0 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.503720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:8a02bff2103841728bf3eed47a06cf038999d343b7d4452dd54a8bd6b17034e1

Observation c672b4bb-fa5c-42c7-b528-101f71b3fba8 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.425368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:e4475b4e9bc1d16c2ba6d1e62aa8de983ee2ed0f4b2404839b236e0b35e876f1

Observation c9c184ab-7736-4010-a7ac-3de36ff44802 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.465159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:c738a197d710a70f0682c3b29cd9241659861636bca469d5c3f005c4d90b866b

Observation 6796ff2a-81f0-468e-88b3-6ba620f12ff3 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.415774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:58c5ff0d9be9e1e6be1484977d3537a58a3bfe8b012d1e85f74ff06c06b374e8

Observation e74c3478-de75-4ebe-a906-a2a97663a43d · outbound

This paper cites AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning.

Test-Time Deep Thinking to Explore Implicit Rules AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:54:38.214917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:969a7b410df0c7886f06b3c8b9a77480516b0a9891398db68f54e76c3a92fff5

Observation d848802e-6cc2-4d5f-9f66-8f1aaf2a402c · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.515792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:79e58a6c49ae06ce56ddbc37a94f49333ca7e851c2a0ea11dc42278fd34776db

Observation b64e732b-2582-44d9-92e0-76caf3896070 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.468025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:e55719c58cdaf0ac4073e685c369a875d3289a8826e297afa523a0c2306a44e7

Observation 9266e934-f38e-44f0-ae4c-e789888069dc · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.470306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:474750c69e572527be1597ebff7dca4e06be8c45d8058acbf40ba7f016ae3dc7

Observation a78fad10-1903-46cb-89d2-97b1b8182ef1 · outbound

This paper cites Use the following format: <think> put your thought here </think> <answer> put your action here </answer> Please provide your response to the task following the format strictly.

Test-Time Deep Thinking to Explore Implicit Rules Use the following format: <think> put your thought here </think> <answer> put your action here </answer> Please provide your response to the task following the format strictly

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.435161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:4da6ef45e9ca0f657ceb87362a537fd4f7ee8d0780dbf86d2bd56f5a92398f5a

Observation df571c6a-a5f6-431c-be96-13152f93d085 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.419037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:b6e6cfe46dbd117624f501fe5c135871fa10e1350cb2cbc0df1d02a5c3d736fd

Observation 7a3597ba-ad28-41c1-b8b8-a01a55d94e82 · outbound

This paper cites Do not assume the environment is erroneous; instead, consider what hidden rules could explain the observations.

Test-Time Deep Thinking to Explore Implicit Rules Do not assume the environment is erroneous; instead, consider what hidden rules could explain the observations

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.447197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:d53f5328d17bc3f60505731aeea10dfc544a2b2d7b86f08011a14292689991e1

Observation 4ca3d045-1daa-443b-8d4f-67880d4a04c9 · outbound

This paper cites go to outside.

Test-Time Deep Thinking to Explore Implicit Rules go to outside

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.438040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:86947206f683bc459afe136cf80bf65f94c7be29b53bcd7b020948c35bb0cc09

Observation 3a3d034e-7fab-43ae-a68d-d2b39429c2ae · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.480222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:babccd1f283890287af90aa2601a7a039279422155c64364473a5fb883623761

Observation beeb0f16-d00f-4c24-85b5-2ba86ce8dbac · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.523132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:2d8be98f13e4dfd3e8e864f4ed04755c3f442038dd06a4da660f6d9202cf4793

Observation 01c1cfa5-5d7c-49c4-ad50-e9216082addf · outbound

This paper cites Given the initial observation, the only door men- tioned is to the hallway, which is open.

Test-Time Deep Thinking to Explore Implicit Rules Given the initial observation, the only door men- tioned is to the hallway, which is open

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.429062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:185dad2e23e0576042e52df93470dcd3354bdc7ee71b6666a881884b980a1fbf

Observation 2f6d3808-9d9b-4fe5-84a2-1c82caf4d7d9 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.496347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:a949990cffe922614d40c6dac0c04150dcb8c71ccec054a46da5525c5e0efebd

Observation e648bb72-6edc-401f-bf77-c2d4d5fdb74d · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.508644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:9c70d4f6878d91fb3a5377d7575d122cf3033b11bf5b0b323721158f6c0ba6e9

Observation 6c59eed7-ba7b-406f-a4c2-7b6307a48361 · outbound

This paper cites KDD 2026, August 9–13, 2026, Jeju Island, Republic of Korea.

Test-Time Deep Thinking to Explore Implicit Rules KDD 2026, August 9–13, 2026, Jeju Island, Republic of Korea

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.493913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:8c5e7d410ef9d384838d8d000bb851a2e0cb4da00bffe38a0819188b1245f5e6

Observation b4b3daac-e2fe-4def-b404-f1d34e5491d4 · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.511050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:d701517b717cb8584af8fa8692264496a6aa17af0e1220b8d7d0960024eeab30

Observation b6e7d7b3-0272-4b95-9cc8-578fa6dd40db · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.441089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:9bbf6170b1f6caebc32e0c146eabfe5d0ff5713ff47c552f2b5a6da55636451d

Observation a708e102-997b-44f7-8143-0f838ccba9cd · outbound

This paper cites Next plan:.

Test-Time Deep Thinking to Explore Implicit Rules Next plan:

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.482707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:65df8280e066c25c90d2ebd91bd85bc4eb01cb4967e236229e17458b61898688

Observation ac258e75-bb32-40a3-977c-e0f4a9b531ae · outbound

This paper cites an unresolved cited work.

Test-Time Deep Thinking to Explore Implicit Rules Unresolved cited work

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.484850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:846552de00df57878260e0fcec0cad0cfb4d2c9933d5264b1b0d471cf7c6e2df

Observation ab6bd14b-7265-45fb-a9de-792a24a5fb27 · outbound

This paper cites The feedback in the history trajectory is reason- able.

Test-Time Deep Thinking to Explore Implicit Rules The feedback in the history trajectory is reason- able

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.450513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:d89c7530140bd6f78234c06fac49ab5e0716556c0a9980269137052deef5eace

Observation ef064e2f-e21d-448b-93c7-c29d7c8c1c67 · outbound

This paper cites Cabinet 3 has a cloth 2.

Test-Time Deep Thinking to Explore Implicit Rules Cabinet 3 has a cloth 2

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T08:16:06.475811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-06-30T11:52:15.163893Z digest=sha256:f1d8e0267a5303851945027f562ab33ec60e88820974a2e9e18fc16d10b266b3

Pith citing papers

No inbound Pith citation observations are available.