Pith. sign in

Paper Citation Record · LEDGER

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration

As of 18 August 2026, this Paper Citation Record lists 99 of 99 outbound references and 1 inbound Pith citation observation for arXiv:2506.19500.

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

pith.paper-citation-record.v1
2506.19500 v2

Coverage vector

measured 99 of 99 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-19T08:12:10.542542Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:03:37.107519Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

99 of 99 outbound references displayed

  • verified exact23
  • verified fuzzy49
  • unresolved25
  • parse uncertain2
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b1d3705e-b984-475d-a8a4-76ef71ca84e5 · outbound

This paper cites TALM: Tool Augmented Language Models.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration TALM: Tool Augmented Language Models

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.745252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:2183bdd7c5c23d5b1f43977b2105902b1e03ad90fec0678d5014768fa4b7e797

Observation 1d0012a7-6f7c-475c-a420-aa4aca02618e · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Toolformer: Language models can teach themselves to use tools

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.651949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:4b613fe7172ff1a828f2be03aa1a2d9dc0a46ca08dda516b348c27f297cf8698

Observation 4d2ffb85-32ee-461c-9764-180cb58aa0ac · outbound

This paper cites Towards tool use alignment of large language models.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Towards tool use alignment of large language models

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.646727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:84d598b7a125634f2a174a7b5a54fc8e95e8ec926430ff363c6aae0c38144135

Observation 0a904cfe-5162-4bcb-82e0-af2c68fae687 · outbound

This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.644404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:2d0b1b9156cf7a88142fc8931dc7ff7802cfe202a7081041fe703524a75e1022

Observation 5433f981-3ed6-464b-85d4-62c57059a717 · outbound

This paper cites Gpt4tools: Teaching large language model to use tools via self-instruction.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Gpt4tools: Teaching large language model to use tools via self-instruction

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.639429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:458485975931f48bd5d314d17c19ecdf76642daddbdfb0e727495882394af3ed

Observation 36eb535c-b9c2-496b-a693-86b75681da94 · outbound

This paper cites Tool learning with large language models: A survey.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Tool learning with large language models: A survey

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.637512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:eef198f2aaf4f0130233c6eaa1a19ba03e34e8ccaa2317504faa332683649fe3

Observation f19c21dc-2aea-4d11-bdce-2f0d8032c37b · outbound

This paper cites Chameleon: Plug-and-play compositional reasoning with large language models.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Chameleon: Plug-and-play compositional reasoning with large language models

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.634448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:a48622c90b06aacac3688bc1137f98fa2749d11c99413bc8eb0a53c3d1baa35c

Observation c970e881-852f-44a6-9bbf-92ba3fad6c42 · outbound

This paper cites TOOLVERIFIER: Generalization to New Tools via Self-Verification.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration TOOLVERIFIER: Generalization to New Tools via Self-Verification

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.779005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:7fa1f22b2cf1027d0c63c54e908178d30df9f2337fc513e1ea05f8d76be73b05

Observation a85f7b59-8027-4ca4-999f-c999ad9e2741 · outbound

This paper cites Confucius: Iterative tool learning from introspection feedback by easy-to- difficult curriculum.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Confucius: Iterative tool learning from introspection feedback by easy-to- difficult curriculum

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.630910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:4be9a1bef29f07aca502d86c07dc49916a52de557458f36f3007dff91e121489

Observation 6d5f99a9-8a75-4227-a331-e6f78a001849 · outbound

This paper cites Multi-agent systems: A survey about its components, framework and workflow.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Multi-agent systems: A survey about its components, framework and workflow

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.626977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:83078731ca5a2922bb8194694ddfb2936d01336eac6887ae931825859958b1ff

Observation c59fe257-3a98-47cd-8b17-83e512a93ad4 · outbound

This paper cites AI Agents: Evolution, Architecture, and Real-World Applications.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration AI Agents: Evolution, Architecture, and Real-World Applications

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.817222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:7ce66debd4be8145b2b613eef13d5a10111653ec57d728a5f2d02afa44858a29

Observation cb8cb882-bc56-4a44-8833-a683d9ed410a · outbound

This paper cites Multi-Agent Collaboration Mechanisms: A Survey of LLMs.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-05-19T08:13:01.810182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:b0b5c47478072e2fe619b4189100166d748481352759036e57d9cf731826cd5b

Observation 9cc5db80-1a6f-475c-b2a7-0c2cf04da291 · outbound

This paper cites AppAgentX: Evolving GUI Agents as Proficient Smartphone Users.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration AppAgentX: Evolving GUI Agents as Proficient Smartphone Users

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.829152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:4226020d60df4d28411a100b2c371e137feddcd6a04d73e585f71846491bbc4e

Observation c44d4e36-7464-4e7a-9e45-03b79ba29b23 · outbound

This paper cites Exploring Autonomous Agents through the Lens of Large Language Models: A Review.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Exploring Autonomous Agents through the Lens of Large Language Models: A Review

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.785287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:8ebc83c5af910770d02aa9a16ec56259c5b97c94a01bbfee01f15bc34cd508b4

Observation 473a2f24-a5ff-465e-b1c5-a7d6deb4ca5e · outbound

This paper cites Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.738682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:e5dfa99dae6290b2ef46f568be38531bc17911c08f981be5946c9f512e0faf15

Observation d2404548-9887-4855-b97b-594b58f528a4 · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-19T08:13:01.797993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:35d33c6aa66551aea3c85bb7d66826daa7af2869816c9f1cc25cfc1fd9719127

Observation 1eb59353-be3e-4540-8dc7-9385578b1eb7 · outbound

This paper cites ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.841367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:ea75e1389052d5b53d916c3f77252a1b20bda9f76e4989c1ed52c8dacc4fb215

Observation 188c92f7-efcf-4058-aa81-2186746c035b · outbound

This paper cites ToolNet: Connecting Large Language Models with Massive Tools via Tool Graph.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration ToolNet: Connecting Large Language Models with Massive Tools via Tool Graph

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.852681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:963f0fa79199b73a10c9c26ccec60d95db1e873a52ae6e81ac1a4b503a99843e

Observation 82b635d8-226c-459e-a0a1-8fff98bb4b1b · outbound

This paper cites Cold-Start Recommendation towards the Era of Large Language Models (LLMs): A Comprehensive Survey and Roadmap.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Cold-Start Recommendation towards the Era of Large Language Models (LLMs): A Comprehensive Survey and Roadmap

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.731963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:020f2ed8e951d6b8935ed76e24b71c22d2d1080e7f8265b518b5fd7aad8d6b1e

Observation 95f5dec6-840a-4a30-adcd-b8d76d987709 · outbound

This paper cites LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.717666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:8f2b6fe56465fbdcc9916e3f480f888d60df7e6b9f3ee5e95645a02654d963dc

Observation b4cd9fc7-029d-4e5e-8f30-90d903efbb44 · outbound

This paper cites Can graph learning improve planning in llm-based agents? InThe Thirty-eighth Annual Conference on Neural Information Processing Systems.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Can graph learning improve planning in llm-based agents? InThe Thirty-eighth Annual Conference on Neural Information Processing Systems

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.914264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:41f04005b06993a18ee520f83185ff6cec15a5f899a554c94b9d56a019f1eb21

Observation 0602e49b-c94f-4c1a-94d6-d08e0e0e08b2 · outbound

This paper cites EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.823851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:8565117986d39ce915dcaed9ef39181f5fb36140a9d639a02b23efe2925cacfe

Observation 255c97c4-7ac7-4d4f-9b58-020a36127ad2 · outbound

This paper cites Concise and Precise Context Compression for Tool-Using Language Models.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Concise and Precise Context Compression for Tool-Using Language Models

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.709887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:ca557712acfa1ba90999059f80bc253bc6213b02bd15eae25662f83d663b2fee

Observation 41021a20-68a5-4910-9b7c-a6b8cefbb596 · outbound

This paper cites Small LLMs Are Weak Tool Learners: A Multi-LLM Agent.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Small LLMs Are Weak Tool Learners: A Multi-LLM Agent

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.846888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:3262adbd12e89f53bd59329ac9ea4b1680179728db1baa5f85814f969e46cc63

Observation 6ea25043-2151-468b-bd70-ddf6a45a56d4 · outbound

This paper cites Making Language Models Better Tool Learners with Execution Feedback.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Making Language Models Better Tool Learners with Execution Feedback

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.771966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:28bc115d58bab1b1d9e256d3f519fe5399c6751eea47afa33ce24a0c95fa84df

Observation 3ce31813-974c-4a11-a36d-0cdc208cd3b9 · outbound

This paper cites ToolFactory: Automating Tool Generation by Leveraging LLM to Understand REST API Documentations.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration ToolFactory: Automating Tool Generation by Leveraging LLM to Understand REST API Documentations

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.758674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:af455fa15b0cc8c38c73b96a491b029702e45bc9fc00c6fcb2a38684203788cc

Observation 72c6a8c7-b55b-4c25-a3bf-c7644299bcdd · outbound

This paper cites Re- act: Synergizing reasoning and acting in language models.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Re- act: Synergizing reasoning and acting in language models

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.910930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:910169021caeae515c8339a10a4ff8ab6eda636aa01bc3a5bbe89f6a96926608

Observation 2a4b3b5a-0d0c-46e8-af1d-c60408dc9f95 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Reflexion: Language agents with verbal reinforcement learning

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.906590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:ec671c3480a8466fbdcd8c6622acdc5de57e867ccb89fcc3046b1b1d6787c907

Observation b3498a46-933e-4176-9d60-4cb5a2a5c0ca · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Tree of thoughts: Deliberate problem solving with large language models

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.903296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:66cd513b76df5b8bc74738976a7f688fc385834e177d18c5cc3987ac6f808162

Observation d9a52f4c-c40d-45ee-8eb4-cb122460191b · outbound

This paper cites Controlllm: Augment language models with tools by searching on graphs.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Controlllm: Augment language models with tools by searching on graphs

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.899500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:63a9e4a7a55341891faec59498a6594c2b94c7013796f673a48ba34e6583123a

Observation d49380dc-c2b5-4948-bc4f-91e6d8cb098d · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Graph of thoughts: Solving elaborate problems with large language models

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.896060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:60b7eadf2229e369bc6b14085a43a2a93f3aa9632c97dc566e1b8366a3a4bb28

Observation 2a1bf422-0f21-4963-9040-2b4a0b6f40a3 · outbound

This paper cites Inductive representation learning on large graphs.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Inductive representation learning on large graphs

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.892405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:d0e571f6222e2a82322ebea67afbd3151e0ef6b5789eb3897499f7824831bd23

Observation 949c7d85-62b9-47fb-9255-3c0781666f33 · outbound

This paper cites Link prediction based on graph neural networks.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Link prediction based on graph neural networks

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.886812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:26b5abf9ae949f577b0293a13fb6ed7d9f532289584db239c620f1edf61db42a

Observation 49e4a10b-e26f-4124-bf47-437c667b8bed · outbound

This paper cites Graph neural networks: A review of methods and applications.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Graph neural networks: A review of methods and applications

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.883126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:2af4e3025781f16a70aed9d36c8db2c9431e4500ad60b623a0a7ba726bddd4c9

Observation 857ac5db-3986-4f75-bddc-7d8e18594f4b · outbound

This paper cites An analysis of alpha-beta pruning.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration An analysis of alpha-beta pruning

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.879830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:179dc8e55dc0e296ced9a6b3459497d5dee0d739627ace3526f955f1ce764aa7

Observation 5088b426-fe43-46ee-9afb-ea51ffd4bc47 · outbound

This paper cites Optimization by simulated annealing.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Optimization by simulated annealing

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.872571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:fcfe10986ff3fcf9637fd59b3a9c4e138f027ffef00a1f5dc1bd9c75ea88dafa

Observation 48f986c5-1fdb-4bac-abae-cdb8b17cf55b · outbound

This paper cites Genetic algorithms in machine learning.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Genetic algorithms in machine learning

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.868621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:2617db1980e52fbcc49e3e8cd345654b96ea8535ea8da31adeeb6f72b8fac2c6

Observation dbee5958-f76d-4e3a-ae8c-9eb264c3da18 · outbound

This paper cites API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-05-19T08:13:01.834735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:45af0425afec11a363a2eac991e6321af12f5a9fe40c7f76aaf3dda6c4e6f6de

Observation f6ea4b6c-6e53-4924-8c0c-43abbee936be · outbound

This paper cites Qwen2.5 Technical Report.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Qwen2.5 Technical Report

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-05-19T08:13:01.724648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:9ce8a97055f92a011a1c7e36580db3eadafdb4408cb45d715488ff4618e28181

Observation e14f5102-d122-44dd-aae5-ab66a49c0be9 · outbound

This paper cites Qwen2.5-32B: Leveraging Self-Consistent Tool-Integrated Reasoning for Bengali Mathematical Olympiad Problem Solving.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Qwen2.5-32B: Leveraging Self-Consistent Tool-Integrated Reasoning for Bengali Mathematical Olympiad Problem Solving

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:13:01.802397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:f0099ef3b051c302981eefd0eab66643ea56d27fd1a0bb31542d733e4cc54070

Observation a3d27067-6a04-4760-858b-7fab27669675 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-05-19T08:13:01.751838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:82b032525900d8283f2781c4ac8e84a32a3ee3b8ee3270fea455db2a684d2177

Observation b6ad7a58-f97f-4faa-b0c8-d62d8f6eb823 · outbound

This paper cites DeepSeek-V3 Technical Report.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration DeepSeek-V3 Technical Report

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-05-19T08:13:01.791352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:14d87b94bf08ce936cb651e7207f20fb8e762be810c117f2e7949a6f4e2a0365

Observation 24596422-fbbc-41c9-a7b0-9ab88149fff1 · outbound

This paper cites GPT-4o System Card.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration GPT-4o System Card

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-05-19T08:13:01.764581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:a0d1f2d17792f9b3af7fafd2de16ae5b7d6390a99441c0028115ad3c907602ce

Observation b34341cc-4dc9-44ea-b722-cf12b91c52a2 · outbound

This paper cites Convolutional neural networks for medical image analysis: Full training or fine tuning? IEEE transactions on medical imaging, 35(5):1299–1312.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Convolutional neural networks for medical image analysis: Full training or fine tuning? IEEE transactions on medical imaging, 35(5):1299–1312

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.865290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:e2536c6bee72991a0ddee335ffc8dcad83e7d139919cebd7abe961eb05276cf5

Observation 83c175c8-6190-4f9d-bd59-2e8746739c86 · outbound

This paper cites Deepspeed: System optimizations enable training deep learning models with over 100 billion parameters.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Deepspeed: System optimizations enable training deep learning models with over 100 billion parameters

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.856929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:b0c36d487c05dffba693c7d5fa71af368e017c739f5711a389f639a145ee047b

Observation a70f1417-423a-4906-98b4-d300328fbdc6 · outbound

This paper cites analysis.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration analysis

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.852131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:38b0c6707b7bae62b721edefe32bdf112eb25fbd8ac63a5fe9c4c23e85cba4b2

Observation 2f4ab501-1fce-4aa5-95ed-4ffa93bab994 · outbound

This paper cites analysis.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration analysis

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.849113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:57392d6942c6b6260a561e19af66458d607476b3a4b2f15e9f3d2c5b10bf84ba

Observation 7498d29c-4602-4a86-9f62-c80bb204098a · outbound

This paper cites "action.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration "action

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.838507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:f8f26f699b00e71738212f0096760c175e1a27ef560cb75f6e02bd57163a74b6

Observation f2907b49-87cb-4503-90d4-4f9e33f07727 · outbound

This paper cites No data integrity issues detected.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration No data integrity issues detected

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.835722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:5ec436041fee664b42544aab993631d0b0e8494931ba6dfaa08032a802b682f4

Observation 36704e7f-ff02-4668-bd82-5f16a32267c7 · outbound

This paper cites The specific problem addressed by this action is to determine if Beijing is located within China.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration The specific problem addressed by this action is to determine if Beijing is located within China

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.832407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:434a858e34ff63d411aa608eeb9964a0c067251a2d6c7f861c146ac86038c74e

Observation 32b1033b-5d6a-44f9-a7a0-0084a17eea2d · outbound

This paper cites action".

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration action"

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.829492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:a812e614f65292869449418d1beaa6a543b7460e29e3cc2f39fc3d63d1957d44

Observation 6b2e271d-440c-4a6c-9806-63aae6d463c5 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.826478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:1d8c97cf22c4ac0fb7fdc52f19eeda4313e3ec64eb6eee629e0e88462987c466

Observation b296fabb-8275-476d-a8b9-b9d19766e1d5 · outbound

This paper cites analysis.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration analysis

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.823538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:fef53da60d8c176e5cd2bb802c67d0f4dae4e11d12d86f3aaedc3f6d04f956f6

Observation 81ea8edd-8d52-4f18-ae00-27880de6cbc0 · outbound

This paper cites Second Round: Intent Analysis.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Second Round: Intent Analysis

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.816112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:ab85affaa55bbd8f608339c4d95122f72e42c0a67128a0301dba8eda40aa4ce0

Observation 3f40eb45-d9f2-41df-80ce-e39e72dce6eb · outbound

This paper cites action".

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration action"

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.812827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:6e40964498ae4812eb85dd468baa1d46bf5eb6d928fc47faa30a75b13195b2d5

Observation 65bfaa1d-e593-4c11-9d05-12ff31360f1e · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.809276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:f6c8b1753f093fb9d65ce49b53b2be20f0d1dfcb96a46a34362f5fb4319b7d73

Observation fd6d43b2-ae8b-4d9b-9742-6ba8ca09b14d · outbound

This paper cites • All input values must originate from either: Explicitly stated in the question context Generated by previous API outputs (no synthetic values).

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration • All input values must originate from either: Explicitly stated in the question context Generated by previous API outputs (no synthetic values)

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.801592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:3d8f80d6d33e8b60d7a8dacee835c2c336a41b8ff120cded779de1aa877c7806

Observation 5af971a9-81d4-4fd0-ab7d-b05536c17df7 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.842761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:19214601466b0460721a4040506e5c7255bd8a41be3491035375a2c2727c2320

Observation d1578dc9-5245-49fd-98fd-4a06f9e2a306 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.797456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:515c3cb60606d50eb65011401a7f682d8f12945df782d25dbe741250e0f05500

Observation 746491ba-e9ae-4f53-9e86-8299814e61f0 · outbound

This paper cites query".

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration query"

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.793684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:b53106026f35388e3daeae44bbe7203c43d6b1888dc364521d5872968dded19e

Observation eb58c8dd-6055-401b-a6ac-b7735aee5398 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.784333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:add4951eb8962855c7fb3ab7b30cfe4a091ff70a44d8bde79414cc15a60fb4e4

Observation c136f611-a44a-4854-be83-3ad5d5c3d37e · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.780337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:fd31485dfacb9d092115fdf87d819cc01798796d208226d5384decb828896a98

Observation e86b05c5-b5fd-42ae-8c9c-e7d82d4b1083 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.776594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:56745bc379fb8823f3e86a91f35dda86974dffbe367ae8e978d3b2fb2fa2cd51

Observation 848575ba-69ae-4145-8330-5e15b9b2a1bd · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 64

Resolution
parse uncertain
raw_fallback, observed 2026-05-19T08:13:02.771676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:df00137228c06e72c563fc037d054f07149edd5b8c0ce4a7437718f59be45aec

Observation 91e3086f-6176-4bcb-b294-283ad504ca61 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.767598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:43e8142bc3905b294466eab06924fd1466c2e5e5199b279b2ae3b3a623447c8e

Observation dfe2722c-fad8-4341-8bec-4b415bbb706b · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.763958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:4873974b8c7996905018d46b0cccc3134d393b2fc008c16dbf85405bcc546e77

Observation 89eede8e-18d4-4f54-9a33-e63e7ef7d54b · outbound

This paper cites dependency_rank.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration dependency_rank

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.760647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:63a10529cdb4325cb88f67fd75fe5e58aaaf463906aa5f89d51bd6b36f6928c5

Observation f2fbf5e7-93da-4b55-9e88-8b35970910f1 · outbound

This paper cites "analysis.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration "analysis

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.756807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:e5662b7ebf5c5884eb0e062eed4b2e4615a22f61c72b68e8413c53e3f4361199

Observation c706c1f4-5b47-4c85-92ac-290fd4070876 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.753033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:1df33cd0f34c087df275159b04525782ffbd1581cb8d013dc1884227d5e2dadd

Observation e1b9f1e2-013f-43f6-8ad2-a1e3ecbd6e93 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.749669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:ef52d4307d1fe0ba372192eb5c443a82aa458534a75aeec1edfc7098918736b2

Observation 11799d2e-242a-4343-b2dc-b02965e266c4 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.746338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:3e9b6daa093b08ff81bbdef16899875da066b4363927acf674654903efef2d9b

Observation 940948f7-db36-4f1a-ba45-0a793ba30434 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.788955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:bdfe4b9800719c48899d3992a18ab2c4b70647568196c389d2725a8abbada05a

Observation 79ba6e65-5181-4a04-9720-583a72e95c7a · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.742943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:148866f572d82d06d7016d4820c77220a8a78f06621e741d8244d8f6fa47f26d

Observation f89b2765-dd66-4f98-806c-b1330bba0e98 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.739452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:82e534b408707462286087a10d0506e253fa26ba77d2ab946fa375b99e493680

Observation da5a2089-e6ce-4e5e-8f68-9d8970cfd5cb · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.736044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:673f28673a92c37ff46a661a544f104358594ce97ca32db56407a50afafba6d3

Observation 6fdd11ca-37f0-4595-a51e-48d799393854 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.805678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:3d7601a0de08dab338368a3342e61abcc3430d3ed1b96add3e8e0419e67aa223

Observation 90d5d77d-7b9b-4aea-98e3-51856b7b4558 · outbound

This paper cites User input:{user_input}\nPlease generate the final response based on the following data: {observation} : Requirements.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration User input:{user_input}\nPlease generate the final response based on the following data: {observation} : Requirements

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.732766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:ee49db7372654710db1d5b876e3a0e29234c0869c6871a0703f3c112aa06fca4

Observation 43954eea-00bc-477b-9167-aa6f313a3990 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.729449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:b46f7a54123620ac1f467fad5c796a7fbca7ad1a0ecf586ce119380723ef8dec

Observation 9bc91ca9-ad3b-4275-9c10-610431565553 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.725678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:a985f96fcb5466b174946a3f593df2f7a8ce76b3d3f8846b1839dd362b405c35

Observation 5da67c83-2122-48b8-9add-b173dccfd21a · outbound

This paper cites They achieve automated emulation of API chains through standardized JSON responses.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration They achieve automated emulation of API chains through standardized JSON responses

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.819296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:1852bc9b7b171d2b4cfcd42457b96c875eb47ca00a03235ffe1d3a98c472497b

Observation 3a7f3b13-6c5d-447d-b7d1-24bf94fbbd78 · outbound

This paper cites status".

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration status"

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.721426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:cca0d00f15a00469aa67d91d5786766b2bd25e5cd655079f21b73cb6950d697f

Observation 86316d1e-5c5c-414e-b0af-8b3bab8b7731 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.717090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:92a71f1d2a3dcc92b9963a48688baf5324b3267ac7625dd05e62e724ef8d045a

Observation 00a65ff8-e661-4056-828b-ea1a37071e9b · outbound

This paper cites status".

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration status"

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.713076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:5e33bf5641ad159db977310a353c135ec3100e08817ff50eac85f6b08e1b3428

Observation 6fea7a8b-b93b-42cd-9dcb-9186d0784bc4 · outbound

This paper cites Strictly adhere to the parameter records of the API call chain to return only the queried and existent original parameter values.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Strictly adhere to the parameter records of the API call chain to return only the queried and existent original parameter values

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.708593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:37d27ca7ffd6534b518906bc4ef256cc3a8b23628515a10e52ddb3044ab7cd67

Observation 7bd38674-c89f-459c-aef8-ea56530fc7a6 · outbound

This paper cites param-cuisines_1 -> "").

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration param-cuisines_1 -> "")

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.703583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:122eb73608487b3dbff34adc15c4cb82780f9f58211bca343e052acae11fe82f

Observation 94395856-c8e1-4886-b7c2-013e5fcc9595 · outbound

This paper cites patient_id:[value] cuisine:[value].

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration patient_id:[value] cuisine:[value]

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.699057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:cff60048521d819741da605bd639a541fac9ba6a2f5d7aa6d96535f9da87cf95

Observation d522840c-c4b8-4039-8e8f-db5c22181984 · outbound

This paper cites - Be aware of potential discrepancies: API names/parameter formats may differ from actual implementations.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration - Be aware of potential discrepancies: API names/parameter formats may differ from actual implementations

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.687174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:cee91cc2bd22341a0a25628e3e1997b199a68da3fbc0ae42ba0c146f7cba3b8d

Observation 71d8ea50-b549-4c5b-8bf5-c22c24ac1103 · outbound

This paper cites - Focus on logical coherence rather than exact matching.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration - Focus on logical coherence rather than exact matching

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.845971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:1f7d8d6bde50bedea9407280e9bc43d48a770911588d54d18022c1ca305cf9bc

Observation df2030de-8bcf-417a-b376-94550e34fcba · outbound

This paper cites Execution Errors: * Returns error codes (e.g., 5xx) or invalid responses.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Execution Errors: * Returns error codes (e.g., 5xx) or invalid responses

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.682801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:22e53141709b2c5d83e0b650022aa936b0236d8fddc623ca51dcb377212a43c8

Observation c9694cf9-a8b1-4528-9ad3-a1030b620c67 · outbound

This paper cites Missing Key Information: * Lacks necessary data items or explanation steps.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Missing Key Information: * Lacks necessary data items or explanation steps

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.679038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:3f2d649d3b83db004caa416a65594af0ff815b6adc7420acc2e705b75bcf6182

Observation 65e2fbf7-4268-4443-a17e-5c0f40b3beb5 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.675461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:7ffe2eefa9a387a6271cca1d75d4f0aef50f5cbf18ac80d38051420ab2a265e2

Observation 7be3befb-7cf6-4ec6-a361-dcf743305013 · outbound

This paper cites - Output provides a sufficient amount of information.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration - Output provides a sufficient amount of information

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.860653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:b54ab19d93c934f7553c4f8357b8460a9aa90f780c1273ed4bd723bdcec4fb92

Observation 1e365b6a-1662-41db-be5e-8c6dff934b6a · outbound

This paper cites * Output results are accurate and effective.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration * Output results are accurate and effective

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.672379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:371deaf42bc568d0c0038045473d509550d330e93b39773cec63ded4c8a5f9af

Observation 42b24635-49a5-4f6e-a499-6c770b7d70a0 · outbound

This paper cites * Returned results do not support the answer.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration * Returned results do not support the answer

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T08:13:02.667953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:34ce0afe29d402306a3d69e837ac5c36bbe47876135b42f88f2b7a7850f0fb15

Observation ef8a71e9-86eb-48dd-91eb-a7a23868a6b5 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 95

Resolution
parse uncertain
raw_fallback, observed 2026-05-19T08:13:02.664669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:2dd16d4a242819a4da7ae672f071779a5a0a56be26ed5c0fa36b1d1d6bec7a22

Observation 12074885-40b5-44f8-a74e-b180cc021793 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.875949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:604aff9eb2ead79b24fa79375d1d6d29276885f7ad85d0a4048d1f3b31e8f8d6

Observation a26bf9f0-28f9-499d-9d7f-a0a449855758 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 97

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.661011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:6b8be9fb10554be8b34788e984b266632d3b488ba7e6c34500992839d70ccddc

Observation 9e2cbd5a-8935-4988-a773-9cb158670181 · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 98

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.657804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:eefc09d88fe0f6f6d931df94a0789be48defeae5a04bbb81d6668103c430c0b9

Observation 274025ce-b4b6-4fa4-a51a-dd6e8178673d · outbound

This paper cites an unresolved cited work.

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration Unresolved cited work

Reference 99

Resolution
unresolved
raw_fallback, observed 2026-05-19T08:13:02.654434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:12:10.542542Z digest=sha256:3a5fee5a80e139a05fb90da3597648cb26f951b03805aba8c9c289d2d0137c30

Pith citing papers

Observation 83e9e180-f85b-490a-973c-f2c0d808f627 · inbound

Experience-Evolving Multi-Turn Tool-Use Agent with Hybrid Episodic-Procedural Memory cites this paper.

Experience-Evolving Multi-Turn Tool-Use Agent with Hybrid Episodic-Procedural Memory NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T18:03:37.107519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:03:37.107519Z digest=sha256:7bda0b7142facfa63853f5e675c9ec0fdc7904a0ad226ef1833b8dca3c5bcbe1