Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T12:09:26.612011Z
Paper Citation Record · LEDGER
UserBench: An Interactive Gym Environment for User-Centric Agents
As of 8 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 16 inbound Pith citation observations for arXiv:2507.22034.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T00:13:24.345125Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Reference resolution
44 of 44 outbound references displayed
- verified exact1
- verified fuzzy1
- unresolved42
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation f72c2c01-5147-4417-ae40-fe0ba73c7425 · outbound
This paper cites $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment.
UserBench: An Interactive Gym Environment for User-Centric Agents $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.248697Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca48201c-c8fd-4606-8f89-9432c6d7ea78 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.764836Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 42c16d72-710f-4b10-bb55-6acd964ef945 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.741064Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e7c803a3-f10a-4a02-b83c-2ae2aab69c9d · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.720408Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1afbbfc6-2d2d-4457-88ca-ef01c2779fb5 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.290043Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b253e1d-3b67-4d70-8161-ca807b48333a · outbound
This paper cites ToolTalk: Evaluating Tool-Usage in a Conversational Setting.
UserBench: An Interactive Gym Environment for User-Centric Agents ToolTalk: Evaluating Tool-Usage in a Conversational Setting
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.296882Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbb3d057-8ffb-4cad-8461-61507e2f54f8 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.678230Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1cc831d5-d4cd-437d-ab2a-28f75e843a84 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
UserBench: An Interactive Gym Environment for User-Centric Agents DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.317069Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68185397-79cb-4a58-8b33-b4c937375d3e · outbound
This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.
UserBench: An Interactive Gym Environment for User-Centric Agents DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.327794Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67a0b2f9-4580-4f30-9e34-68085d9089bd · outbound
This paper cites MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use.
UserBench: An Interactive Gym Environment for User-Centric Agents MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.335428Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0ecbdda-0a46-4f3d-a4c9-1bfd191d0f4d · outbound
This paper cites Qwen2.5-Coder Technical Report.
UserBench: An Interactive Gym Environment for User-Centric Agents Qwen2.5-Coder Technical Report
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.345031Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cb45b9e-cae7-4b03-80b9-95cf06b113c6 · outbound
This paper cites OpenAI o1 System Card.
UserBench: An Interactive Gym Environment for User-Centric Agents OpenAI o1 System Card
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.353124Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 517579b1-718a-4882-87a1-575ca7b3143a · outbound
This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.
UserBench: An Interactive Gym Environment for User-Centric Agents Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.361321Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c3a1574-1fc6-4c10-8830-e075430a3ad6 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.370363Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77514045-5d44-4f40-be4c-22d915a50560 · outbound
This paper cites ToRL: Scaling Tool-Integrated RL.
UserBench: An Interactive Gym Environment for User-Centric Agents ToRL: Scaling Tool-Integrated RL
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.376258Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5701fb9-e7ac-4770-8dea-7bb256fccb94 · outbound
This paper cites WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild.
UserBench: An Interactive Gym Environment for User-Centric Agents WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.382909Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9dc994f9-bb67-4419-8c79-5184ea15ff34 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.638687Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b2846708-8b74-4295-9831-df3deaef1154 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.613330Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 32adb8cd-f031-49ee-82e3-dc87d140ae16 · outbound
This paper cites ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities.
UserBench: An Interactive Gym Environment for User-Centric Agents ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.408309Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc02eb75-8ef3-41ee-802a-ab32f6862a08 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.593194Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4afd493f-2cc3-4404-aa39-4c516f4b9830 · outbound
This paper cites APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay.
UserBench: An Interactive Gym Environment for User-Centric Agents APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.432288Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a1bdfe7-0237-450e-97e9-ef8a34faa3f4 · outbound
This paper cites ToolRL: Reward is All Tool Learning Needs.
UserBench: An Interactive Gym Environment for User-Centric Agents ToolRL: Reward is All Tool Learning Needs
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.440310Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9eba57f-7302-47d8-84b1-bd480e518616 · outbound
This paper cites SMART: Self-Aware Agent for Tool Overuse Mitigation.
UserBench: An Interactive Gym Environment for User-Centric Agents SMART: Self-Aware Agent for Tool Overuse Mitigation
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.451741Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c22eb3fd-dae3-437e-9c0a-5a83ea632627 · outbound
This paper cites ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges.
UserBench: An Interactive Gym Environment for User-Centric Agents ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges
Reference 24
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T12:09:26.987841Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d760b24b-48c7-476c-9a60-faa900edc12b · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.466395Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e8a6f7d-c611-4357-bbba-d765bb752fee · outbound
This paper cites EscapeBench: Towards Advancing Creative Intelligence of Language Model Agents.
UserBench: An Interactive Gym Environment for User-Centric Agents EscapeBench: Towards Advancing Creative Intelligence of Language Model Agents
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.472494Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b474da2-4cdb-45f6-8519-642b6f0b5649 · outbound
This paper cites Tell Me More! Towards Implicit User Intention Understanding of Language Model Driven Agents.
UserBench: An Interactive Gym Environment for User-Centric Agents Tell Me More! Towards Implicit User Intention Understanding of Language Model Driven Agents
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.480005Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8fabc23-6000-4813-b988-3ec85d8b5e44 · outbound
This paper cites Investigate-Consolidate-Exploit: A General Strategy for Inter-Task Agent Self-Evolution.
UserBench: An Interactive Gym Environment for User-Centric Agents Investigate-Consolidate-Exploit: A General Strategy for Inter-Task Agent Self-Evolution
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.486790Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89768af7-253e-47cd-8c95-53d24ab11a8a · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.552639Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dad69234-5273-4b5c-92fc-c7f8bb01cb6e · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
UserBench: An Interactive Gym Environment for User-Centric Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.502302Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4dbd138-6dbb-4050-ba95-bfe5fed6a4c4 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.525944Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0e071261-8b42-42f8-a916-68a9e4470829 · outbound
This paper cites Acting Less is Reasoning More! Teaching Model to Act Efficiently.
UserBench: An Interactive Gym Environment for User-Centric Agents Acting Less is Reasoning More! Teaching Model to Act Efficiently
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.519476Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 850b72f4-cb77-4b86-b8ff-fd0d3dc02a37 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.500210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 20826075-d14f-4c72-b76a-4969067d9a44 · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.478402Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 67ff4b8a-7571-4268-b393-6ba848ae6be9 · outbound
This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.
UserBench: An Interactive Gym Environment for User-Centric Agents Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.538790Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 443f2d8a-710b-4ee6-9e6e-96d2fc12d2e2 · outbound
This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.
UserBench: An Interactive Gym Environment for User-Centric Agents $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.546849Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5235e370-b04b-4bc1-a3b0-a374bd3f2f33 · outbound
This paper cites Fung, Hao Peng, and Heng Ji.
UserBench: An Interactive Gym Environment for User-Centric Agents Fung, Hao Peng, and Heng Ji
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T12:09:27.459317Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f6c754e4-24d2-4579-b883-03ea94329c08 · outbound
This paper cites xLAM: A Family of Large Action Models to Empower AI Agent Systems.
UserBench: An Interactive Gym Environment for User-Centric Agents xLAM: A Family of Large Action Models to Empower AI Agent Systems
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.567022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3ec09ae-dc08-4da4-9208-34255202ec49 · outbound
This paper cites Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents.
UserBench: An Interactive Gym Environment for User-Centric Agents Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.574898Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24b0072a-09d4-4a39-ad76-34d606e14248 · outbound
This paper cites Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions.
UserBench: An Interactive Gym Environment for User-Centric Agents Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.584733Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43af3a92-9d89-4f29-a0cc-5eb5dc77085e · outbound
This paper cites an unresolved cited work.
UserBench: An Interactive Gym Environment for User-Centric Agents Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T12:09:27.429947Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8170dce8-26b6-470c-ac13-5f6f89c498e4 · outbound
This paper cites MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents.
UserBench: An Interactive Gym Environment for User-Centric Agents MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.597705Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ac10e55-8fbf-4b7e-9047-2082dea6fec5 · outbound
This paper cites online" 'onlinestring :=.
UserBench: An Interactive Gym Environment for User-Centric Agents online" 'onlinestring :=
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.605232Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dae185cc-6e8d-4bb4-a439-13170d5da895 · outbound
This paper cites write newline.
UserBench: An Interactive Gym Environment for User-Centric Agents write newline
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:09:26.612011Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 4a16f3bc-1b29-4107-ba9f-bc553867fd04 · inbound
RecoWorld: Building Simulated Environments for Agentic Recommender Systems cites this paper.
RecoWorld: Building Simulated Environments for Agentic Recommender Systems UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:56:38.825906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5be9da03-7a0d-443f-b134-1a5de09fd039 · inbound
Mind the Sim2Real Gap in User Simulation for Agentic Tasks cites this paper.
Mind the Sim2Real Gap in User Simulation for Agentic Tasks UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T05:51:29.407664Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9aafa9ed-0719-42d3-9532-f0fabe2bf7f5 · inbound
PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments cites this paper.
PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T09:59:59.004481Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 838b0aa7-1143-42b7-828a-31f9387e1ab2 · inbound
HiL-Bench (Human-in-Loop Benchmark): Do Agents Know When to Ask for Help? cites this paper.
HiL-Bench (Human-in-Loop Benchmark): Do Agents Know When to Ask for Help? UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T00:45:49.848078Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4bdd1007-332b-4ffa-b9b2-04a466ee1004 · inbound
Auditing Support Strategies in LLMs through Grounded Multi-Turn Social Simulation cites this paper.
Auditing Support Strategies in LLMs through Grounded Multi-Turn Social Simulation UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 2
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-10T07:11:53.566727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 595bb58e-2df3-482c-8d80-19272ecd2ff4 · inbound
ComPASS: Towards Personalized Agentic Social Support via Tool-Augmented Companionship cites this paper.
ComPASS: Towards Personalized Agentic Social Support via Tool-Augmented Companionship UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T11:10:09.757154Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 42660c2b-d4f6-427f-9cfe-24e11c852ca8 · inbound
ProactBench: Beyond What The User Asked For cites this paper.
ProactBench: Beyond What The User Asked For UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 140
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T02:16:16.006943Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ef080260-8846-4bb5-b096-f88fc0d5bd77 · inbound
UserHarness: Harnessing User Minds for Stronger Agent Theory-of-Mind cites this paper.
UserHarness: Harnessing User Minds for Stronger Agent Theory-of-Mind UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 4
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-29T18:03:48.261924Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2bea6556-4e75-48af-aece-7d9c0dc10011 · inbound
CRAB-Bench: Evaluating LLM Agents under Complex Task Dependencies and Human-aligned User Simulation cites this paper.
CRAB-Bench: Evaluating LLM Agents under Complex Task Dependencies and Human-aligned User Simulation UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 39
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T23:06:19.669138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e6168326-ed47-42b2-8dac-ee0487fce1b0 · inbound
WRIT: Write-Read Intensive Trajectory Synthesis for Multi-Turn User-Facing Agents cites this paper.
WRIT: Write-Read Intensive Trajectory Synthesis for Multi-Turn User-Facing Agents UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 10
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T23:26:23.128714Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 28ee564c-cd73-4b86-a267-97719a41dbe3 · inbound
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application cites this paper.
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 131
- Resolution
- verified exact
- arxiv_id, observed 2026-06-27T09:50:48.522785Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 187dd191-6d01-4785-add2-92fa316d3658 · inbound
SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents cites this paper.
SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 23
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-03T14:58:33.211607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 06e9d144-3f3f-4ad6-ac8c-ee8731799d0d · inbound
StaminaBench: Stress-Testing Coding Agents over 100 Interaction Turns cites this paper.
StaminaBench: Stress-Testing Coding Agents over 100 Interaction Turns UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 43
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T02:19:23.896653Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 70ac613d-90b5-4b9d-ae9d-e4c00280b5f5 · inbound
Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration cites this paper.
Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T22:37:37.758872Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de3e0712-6066-4308-9522-0049c04c04aa · inbound
AppWorld-UL: Benchmarking Diverse Agent-User Interactions for Tool-Use cites this paper.
AppWorld-UL: Benchmarking Diverse Agent-User Interactions for Tool-Use UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T07:36:54.184901Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c969f1aa-d0aa-4e6a-be7a-1d872897054f · inbound
Long-Horizon Embodied Decision-Making via Multimodal Memory Compression cites this paper.
Long-Horizon Embodied Decision-Making via Multimodal Memory Compression UserBench: An Interactive Gym Environment for User-Centric Agents
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:13:24.345125Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.