Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-21T06:09:44.172188Z
Paper Citation Record · LEDGER
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health
As of 18 August 2026, this Paper Citation Record lists 81 of 81 outbound references and 0 inbound Pith citation observations for arXiv:2605.21295.
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 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
81 of 81 outbound references displayed
- verified exact58
- verified fuzzy2
- unresolved4
- parse uncertain0
- malformed identifier9
- metadata mismatch8
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 8602b197-4ff7-463b-adb9-0daf03e60382 · outbound
This paper cites early to bed and early to rise.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health early to bed and early to rise
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.515521Z
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.
Observation 04bc1308-9215-4478-98e3-12b1b7d6f736 · outbound
This paper cites Adler, Dror Ben-Zeev, Vincent W.-S.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Adler, Dror Ben-Zeev, Vincent W.-S
Reference 2
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-21T06:13:59.523714Z
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.
Observation 280743e5-1cfe-4cd7-8a1a-ca4f087ba18f · outbound
This paper cites Adler, Fei Wang, David C.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Adler, Fei Wang, David C
Reference 3
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.504549Z
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.
Observation 09fe6a5e-0fea-44e4-a09d-6bc3d84a290b · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 4
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-21T06:13:59.535368Z
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.
Observation 65befe0a-a331-404b-9445-0c8898ac4376 · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 5
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-21T06:13:59.508432Z
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.
Observation 68b2f9bd-aefa-4269-8c06-be60ddba040e · outbound
This paper cites Puyana, Ryan Kurtz, Tammy Chung, and Anind K.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Puyana, Ryan Kurtz, Tammy Chung, and Anind K
Reference 6
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.545163Z
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.
Observation 22d01e70-9526-463c-ae5a-7171df240269 · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.447767Z
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.
Observation 4005e94f-c384-40c0-a816-e96f0796e66e · outbound
This paper cites Borelli, Yuning Wang, Frances Haofei Li, Lyric N.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Borelli, Yuning Wang, Frances Haofei Li, Lyric N
Reference 8
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-21T06:13:59.496593Z
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.
Observation aa9aa05a-5ac4-4c91-9775-cb6f6973ce7d · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 9
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-21T06:13:59.549021Z
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.
Observation b29e7fed-16f5-426b-8132-00449822942a · outbound
This paper cites Hello AI.
Reference 10
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.543121Z
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.
Observation 8a15505d-8ea7-4cfb-86a2-59eaa174cb5e · outbound
This paper cites Trajectories of depression: unobtrusive monitoring of depressive states by means of smartphone mobility traces analysis , isbn =.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Trajectories of depression: unobtrusive monitoring of depressive states by means of smartphone mobility traces analysis , isbn =
Reference 11
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-21T06:13:59.464755Z
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.
Observation 14454212-cab2-4cf6-976a-9bd1e0786fce · outbound
This paper cites Villalba, Janine M.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Villalba, Janine M
Reference 12
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.506223Z
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.
Observation 2fe38066-dc02-4ee6-8eb5-00d55b6f2723 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 13
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-21T06:13:59.450636Z
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.
Observation 036fee8d-9fff-4d05-b5c3-b99dc704ea05 · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 14
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-21T06:13:59.523871Z
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.
Observation 988e491d-9509-4a39-bbf5-34232372da78 · outbound
This paper cites Morris, Xuhai "Orson" Xu, Chun-Cheng Chang, Lianhui Qin, Daniel McDuff, Xin Liu, Shwetak Patel, and Vikram Iyer.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Morris, Xuhai "Orson" Xu, Chun-Cheng Chang, Lianhui Qin, Daniel McDuff, Xin Liu, Shwetak Patel, and Vikram Iyer
Reference 15
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.512629Z
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.
Observation 3aba9ac0-ea1c-4bd8-bfff-7ce99bd97a72 · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-05-21T08:54:54.670018Z
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.
Observation ebcc83ff-b245-481f-8aaa-5cca1f3806b7 · outbound
This paper cites Ali Heydari, Maxwell A.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Ali Heydari, Maxwell A
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.488719Z
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.
Observation 1fe455ea-24db-4197-9ef7-c86a38651637 · outbound
This paper cites Harari, Nicholas D.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Harari, Nicholas D
Reference 18
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.475759Z
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.
Observation a0e82cba-632a-4cd0-98d2-793c4b3adbc7 · outbound
This paper cites Ali Heydari, Ken Gu, Vidya Srinivas, Hong Yu, Zhihan Zhang, Yuwei Zhang, Akshay Paruchuri, Qian He, Hamid Palangi, Nova Hammerquist, Ahmed A.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Ali Heydari, Ken Gu, Vidya Srinivas, Hong Yu, Zhihan Zhang, Yuwei Zhang, Akshay Paruchuri, Qian He, Hamid Palangi, Nova Hammerquist, Ahmed A
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.502114Z
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.
Observation e31503fb-c67b-4016-bfd1-c1fd3932668a · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.478452Z
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.
Observation f3016675-2e5b-4ae9-ad65-5f39812cdd64 · outbound
This paper cites arXiv preprint arXiv:2406.14498 , year=.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health arXiv preprint arXiv:2406.14498 , year=
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.424446Z
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.
Observation e4ad8908-74ed-44b6-8d09-829635a45120 · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.480853Z
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.
Observation 4e3c9df0-16d6-437b-9d3f-dc59e55c9556 · outbound
This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
Reference 23
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-21T06:13:59.533507Z
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.
Observation e7fa1636-73f5-4f8a-bb9f-aef576560857 · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 24
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.519536Z
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.
Observation b7d9f0ca-8c6c-48bd-9488-6ed97dde02c9 · outbound
This paper cites Health-LLM: Large Language Models for Health Prediction via Wearable Sensor Data.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Health-LLM: Large Language Models for Health Prediction via Wearable Sensor Data
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.550531Z
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.
Observation baa5a943-078a-4c7f-b711-96d692521b4a · outbound
This paper cites Concept Bottleneck Models.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Concept Bottleneck Models
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.499232Z
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.
Observation 735f445b-7510-44f5-8175-097404535935 · outbound
This paper cites Kroenke, R.
Reference 27
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-21T06:13:59.541250Z
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.
Observation c78a2c48-81c0-4ecf-b16b-32221bd0c3dd · outbound
This paper cites Spitzer, Janet B.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Spitzer, Janet B
Reference 28
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.550942Z
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.
Observation 40b523f0-9576-4c98-a364-a210cefab5ca · outbound
This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Tulu 3: Pushing Frontiers in Open Language Model Post-Training
Reference 29
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-21T06:13:59.465823Z
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.
Observation 5d786788-8114-4e85-a9d0-a9e3a11ca020 · outbound
This paper cites HEARTS: Benchmarking LLM Reasoning on Health Time Series.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health HEARTS: Benchmarking LLM Reasoning on Health Time Series
Reference 30
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T02:16:15.585769Z
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.
Observation c15ab9ca-c1f9-4f79-a5bb-cbc68ffd3d7c · outbound
This paper cites SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition
Reference 31
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.473535Z
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.
Observation 599b0c89-76fb-4964-b092-9f56909c3c64 · outbound
This paper cites Lane, and Lin Zhong.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Lane, and Lin Zhong
Reference 32
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.444812Z
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.
Observation 8127f2f8-6c8a-4702-9519-3ff48699c11e · outbound
This paper cites Mack, Alex W.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Mack, Alex W
Reference 33
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-21T06:13:59.442968Z
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.
Observation 57aaf1ca-f985-4653-9246-5880ceb6f22f · outbound
This paper cites Dey, and Daniel Gatica-Perez.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Dey, and Daniel Gatica-Perez
Reference 34
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.452376Z
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.
Observation 233f5e52-613d-44f8-941c-2fbf905eece5 · outbound
This paper cites Merrill, Akshay Paruchuri, Naghmeh Rezaei, Geza Kovacs, Javier Perez, Yun Liu, Erik Schenck, Nova Hammerquist, Jake Sunshine, Shyam Tailor, Kumar Ayush, Hao-Wei Su, Qian He, Cory Y.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Merrill, Akshay Paruchuri, Naghmeh Rezaei, Geza Kovacs, Javier Perez, Yun Liu, Erik Schenck, Nova Hammerquist, Jake Sunshine, Shyam Tailor, Kumar Ayush, Hao-Wei Su, Qian He, Cory Y
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T08:54:54.671990Z
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.
Observation 681781f9-4919-4a2a-96df-417e0b746cad · outbound
This paper cites 2026).
Reference 36
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.525904Z
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.
Observation 483f94a4-f664-4d30-97ab-6ce057ba3a36 · outbound
This paper cites Denis and Leysia Palen and Kenneth Mark Anderson , editor =.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Denis and Leysia Palen and Kenneth Mark Anderson , editor =
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.530846Z
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.
Observation d0b97b6b-fea4-4b11-9be0-c5c48901ca50 · outbound
This paper cites ACM Transactions on Computing for Healthcare , author =.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health ACM Transactions on Computing for Healthcare , author =
Reference 38
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.517271Z
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.
Observation e648e801-3870-4652-aa87-b06c9f6c499c · outbound
This paper cites Mohr, Mi Zhang, and Stephen M.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Mohr, Mi Zhang, and Stephen M
Reference 39
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.513157Z
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.
Observation 583303d0-cac8-4e46-976b-b9d15dc56203 · outbound
This paper cites Mohr, and Laura Pulkki- Råback.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Mohr, and Laura Pulkki- Råback
Reference 40
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.446136Z
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.
Observation 033805d8-7647-4009-a940-3db9f43db9f6 · outbound
This paper cites Scaling Wearable Foundation Models.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Scaling Wearable Foundation Models
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.516324Z
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.
Observation 1d8b55d7-c82f-484a-878e-bc5378e9c4c4 · outbound
This paper cites HUCKINS, COURTNEY ROGERS, MEGHAN L.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health HUCKINS, COURTNEY ROGERS, MEGHAN L
Reference 42
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.492035Z
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.
Observation 1b957331-d059-4268-abbb-b024be10d73c · outbound
This paper cites HEINZ, ASHMITA KUNWAR, EUNSOL SOUL CHOI, XUHAI XU, JOANNA KUC, JEREMY F.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health HEINZ, ASHMITA KUNWAR, EUNSOL SOUL CHOI, XUHAI XU, JOANNA KUC, JEREMY F
Reference 43
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.492427Z
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.
Observation 2bdd9a50-aaa5-4647-9fb3-49a7305b87db · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 44
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.494760Z
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.
Observation bd8542be-8f75-4a34-bb27-2cedebc4182c · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-05-21T08:54:54.668216Z
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.
Observation 0cd408a3-c469-49fe-a5f3-0c62789bed27 · outbound
This paper cites 146 therapist-curated CBT cognitive restructuring exercises.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health 146 therapist-curated CBT cognitive restructuring exercises
Reference 46
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.475347Z
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.
Observation 2d325acc-654a-4b0b-84b1-81dc5e8091a1 · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-05-21T08:54:54.673782Z
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.
Observation 3893fe30-40cd-428c-8faf-a33c7f3c641b · outbound
This paper cites 2026.GPT-5.
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T08:54:54.664297Z
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.
Observation a92a7104-61a6-45fa-810a-2eab8fea353e · outbound
This paper cites Training language models to follow instructions with human feedback.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Training language models to follow instructions with human feedback
Reference 49
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-21T06:13:59.453154Z
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.
Observation 4f57761d-7132-48bc-9f9e-6020a0c5c3c8 · outbound
This paper cites Collins, Tess Griffin, Benjamin Buck, Sarah Masud Preum, Trevor Cohen, Nicholas C.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Collins, Tess Griffin, Benjamin Buck, Sarah Masud Preum, Trevor Cohen, Nicholas C
Reference 50
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.532446Z
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.
Observation fa8d057f-ccd6-4de1-86f8-9177fc4aec08 · outbound
This paper cites Trajectories of depression: unobtrusive monitoring of depressive states by means of smartphone mobility traces analysis , isbn =.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Trajectories of depression: unobtrusive monitoring of depressive states by means of smartphone mobility traces analysis , isbn =
Reference 51
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.536881Z
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.
Observation 75c0773d-b5da-4f25-9246-05dc6029b29b · outbound
This paper cites Digital Biomarkers for Depression Screening With Wearable Devices: Cross-sectional Study With Machine Learning Modeling.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Digital Biomarkers for Depression Screening With Wearable Devices: Cross-sectional Study With Machine Learning Modeling
Reference 52
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-21T06:13:59.507962Z
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.
Observation 225fc7a4-d711-4241-80cd-71735d070fa9 · outbound
This paper cites Karr, Stephen M.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Karr, Stephen M
Reference 53
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.471490Z
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.
Observation cec112ee-5522-45cb-a294-ae1a2c009da2 · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 54
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.494137Z
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.
Observation e6de201b-fdcf-4c3e-a1cc-5b091a24a2c8 · outbound
This paper cites McHill, Andrew Jk Phillips, Laura K.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health McHill, Andrew Jk Phillips, Laura K
Reference 55
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.428007Z
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.
Observation 1c57318a-eed0-46e1-9377-2e26b25dc24f · outbound
This paper cites Rachuri, Cecilia Mascolo, Peter J.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Rachuri, Cecilia Mascolo, Peter J
Reference 56
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.510671Z
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.
Observation f3ff016d-b1fe-4149-9ce4-54827a621d52 · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 57
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-21T06:13:59.448701Z
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.
Observation b058ba42-7a88-4017-ba49-b6c7559e6898 · outbound
This paper cites OSF: On Pre-training and Scaling of Sleep Foundation Models.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health OSF: On Pre-training and Scaling of Sleep Foundation Models
Reference 58
- Resolution
- verified exact
- arxiv_id, observed 2026-07-07T03:18:12.655870Z
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.
Observation 6c491ad9-db62-446f-bf4a-d51857759bf4 · outbound
This paper cites Spitzer, Kurt Kroenke, Janet B.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Spitzer, Kurt Kroenke, Janet B
Reference 59
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.534346Z
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.
Observation c578ee7e-825d-484f-a375-90392f49545c · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 60
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-21T06:13:59.468740Z
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.
Observation 769bd763-c94a-41c7-8073-c8fbeca273b1 · outbound
This paper cites Qwen3 Technical Report.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Qwen3 Technical Report
Reference 61
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T06:13:59.764232Z
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.
Observation 84a39f44-f900-4f7d-8018-1b86f4e6d0a3 · outbound
This paper cites DailyLLM: Context-Aware Activity Log Generation Using Multi-Modal Sensors and LLMs.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health DailyLLM: Context-Aware Activity Log Generation Using Multi-Modal Sensors and LLMs
Reference 62
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.496668Z
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.
Observation 82266627-5193-444b-9dc3-f94776489a6e · outbound
This paper cites Tseng, Akane Sano, Dror Ben-Zeev, Rachel Brian, Andrew T.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Tseng, Akane Sano, Dror Ben-Zeev, Rachel Brian, Andrew T
Reference 63
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.547258Z
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.
Observation 61d8b3ec-a9e5-46f7-b907-ea1515a0905f · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 64
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.460530Z
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.
Observation 37962b96-50ba-4c20-ab61-7165f0a8eb62 · outbound
This paper cites Campbell.
Reference 65
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.522121Z
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.
Observation e42abb1f-5608-4578-82b0-7a9aee794ea8 · outbound
This paper cites Epstein, An Ping, James Fogarty, and Sean A.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Epstein, An Ping, James Fogarty, and Sean A
Reference 66
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-21T06:13:59.499355Z
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.
Observation 08c50b39-999d-4854-984f-f3bd357d8f1e · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 67
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.545339Z
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.
Observation 5b8cb522-adaf-4310-b815-8f32b871075e · outbound
This paper cites Huckins, William M.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Huckins, William M
Reference 68
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.480337Z
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.
Observation 385c5967-c3f6-471e-b7b9-801c40ae247b · outbound
This paper cites Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs
Reference 69
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T06:13:59.541184Z
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.
Observation b5a341ac-2acb-4779-a44a-668eb100de94 · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 70
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.506681Z
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.
Observation 8e60a736-daed-4226-aee9-05d303dfe1c4 · outbound
This paper cites Villalba, Janine M.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Villalba, Janine M
Reference 71
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.487600Z
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.
Observation 31fb0878-3ce6-4701-99c3-0b34d1208402 · outbound
This paper cites Dutcher, Yasaman S.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Dutcher, Yasaman S
Reference 72
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.530342Z
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.
Observation 83601017-540a-4d33-8fa7-ccd3bbfea98c · outbound
This paper cites Kuehn, Jeremy F.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Kuehn, Jeremy F
Reference 73
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.547098Z
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.
Observation fb865ccb-3bd5-4d8b-a194-886cea4a13df · outbound
This paper cites Dey, and Dakuo Wang.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Dey, and Dakuo Wang
Reference 74
- Resolution
- verified exact
- doi, observed 2026-05-21T06:13:59.521771Z
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.
Observation 0134f5f1-3b13-494a-adc0-17e013284381 · outbound
This paper cites GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization
Reference 75
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.761033Z
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.
Observation 147acc4b-8de2-46a3-8812-1dd3f4925d6f · outbound
This paper cites SleepLM: Natural-Language Intelligence for Human Sleep.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health SleepLM: Natural-Language Intelligence for Human Sleep
Reference 76
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T01:17:28.256324Z
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.
Observation 5d26d74d-4024-452e-b5c1-5e3debc9f547 · outbound
This paper cites an unresolved cited work.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-05-21T08:54:54.666275Z
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.
Observation baba11ed-1fa9-4108-9e7d-09dd5cbcbcdb · outbound
This paper cites AWARE Narrator and the Utilization of Large Language Models to Extract Behavioral Insights from Smartphone Sensing Data.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health AWARE Narrator and the Utilization of Large Language Models to Extract Behavioral Insights from Smartphone Sensing Data
Reference 78
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.528380Z
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.
Observation eb6748bd-42a0-41dd-89b1-0ca762604ec1 · outbound
This paper cites SensorLM: Learning the Language of Wearable Sensors.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health SensorLM: Learning the Language of Wearable Sensors
Reference 79
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.419231Z
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.
Observation 1554a6ec-199f-4cde-80d5-a31659eebf5a · outbound
This paper cites SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning
Reference 80
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.555684Z
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.
Observation 61fe14e6-5387-4643-a5d8-9660903ae217 · outbound
This paper cites ProMind-LLM: Proactive Mental Health Care via Causal Reasoning with Sensor Data.
TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health ProMind-LLM: Proactive Mental Health Care via Causal Reasoning with Sensor Data
Reference 81
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:13:59.490185Z
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.
Pith citing papers
No inbound Pith citation observations are available.