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Paper Citation Record · LEDGER

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation

As of 10 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2607.21908.

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

pith.paper-citation-record.v1
2607.21908 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T06:29:03.571240Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

54 of 54 outbound references displayed

  • verified exact11
  • verified fuzzy0
  • unresolved36
  • parse uncertain0
  • malformed identifier7
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a36bc1a7-b1fb-4acd-a8f1-c62c0dc96b62 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:57.472759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:57.472759Z digest=sha256:43104feff2b4449664d7efae11e47db7e69d2d6616e2ba5fef1007b1cf8bc51c

Observation 74439ade-3efe-4090-a71d-9b9b8fcfe3f7 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 3

Resolution
verified exact
doi, observed 2026-08-01T06:33:39.229834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:28:57.622485Z digest=sha256:b61476f123215a564a6a2ce1a3d2322681decb72f339582524987e7c10a906cc

Observation 3b35647c-7372-4757-824c-d9ecc06d5c2d · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:57.724696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:57.724696Z digest=sha256:1174ca108bf36f908bbef8656a2456b97fea25c42e27b9382c266106d3c2610d

Observation d7d63a38-97c2-4f7f-9e94-916a439c7c65 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:57.940614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:57.940614Z digest=sha256:172efa603fbf17d79d6eaaa2faea6e8455dc3b28fdf0888f431a0cd5ad5ef403

Observation b86e506f-77f8-498b-b0a2-e05fa8227eb6 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:58.087149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:58.087149Z digest=sha256:237b1d3881e14ddebd4cc82bdb54378ae9db929ea5a009ea95082b6803205aee

Observation 71a4886a-df83-40b2-9867-ca34cce3ddfd · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:58.341527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:58.341527Z digest=sha256:31af585d567e6252251a262260d56515cea67c4a7a834dbbf39670264000969d

Observation 30e0fec0-f472-4f20-91e8-5afd17b5769a · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 9

Resolution
malformed identifier
no resolver link, observed 2026-08-01T06:28:58.442610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:58.442610Z digest=sha256:0935932b20acf07cdd1dab134c6781e20aaad76c0e4a096a9824257fb78e2822

Observation 1d04bcd9-4b86-4fa2-bcaf-914c7c4f1604 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:58.594137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:58.594137Z digest=sha256:43f8459052692e51ff4033611208dfd4ad6f82546a4b23d8b7e05d94eaaa8fb8

Observation d31473f1-d2a9-4d0a-b61d-6932a5204a12 · outbound

This paper cites Zomaya, Sebti Foufou, and Abdelaziz Bouras.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Zomaya, Sebti Foufou, and Abdelaziz Bouras

Reference 11

Resolution
verified exact
doi, observed 2026-08-01T06:33:38.915827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:28:58.784466Z digest=sha256:388d812f9432b65e3b170671f66a367c5c067e3dd163db3724a3ec1d897ea4ec

Observation 8ba22171-4bd1-470a-996e-506557a4f5ab · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:58.886051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:58.886051Z digest=sha256:44c21e3fee4e5056f44d482c587f735e95a4c3404d18f412b4e4c48c7bd9c60f

Observation 17a9e51a-a8ab-47c3-b41b-708444318f4f · outbound

This paper cites Godfrey, Edward C.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Godfrey, Edward C

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:58.958135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:58.958135Z digest=sha256:b979a96519a7b6927a65c37cb9e0357db48e022b5b41e97fd20e841877d7180f

Observation 34e2f94b-927c-4c2d-a7a8-72d387a2f3dc · outbound

This paper cites Chidananda Gowda and G.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Chidananda Gowda and G

Reference 14

Resolution
verified exact
doi, observed 2026-08-01T06:33:38.741924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:28:59.057663Z digest=sha256:2dae89d5ed718a0d1fbdb6fd9ddb7c047910c67724ad987589ee0dec45246231

Observation 5f2b2404-90d0-4943-8ccc-6411948fb0f2 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 15

Resolution
verified exact
doi, observed 2026-08-01T06:33:38.509406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:28:59.258445Z digest=sha256:0a84e3207fda077c327dabb313caf887e3c58adc5e8ebbf636d666d5a3463d5a

Observation 2c50992a-ad68-4f96-a7a1-9c3712032963 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-08-01T06:33:38.225462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:28:59.374607Z digest=sha256:a5d9d76c353bed6ea60378c3fd94132ff3e5e1a925e7ca790e1f6f1fec51b6b7

Observation 41cda38a-f033-4bd5-8e6f-936fc07574f6 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 17

Resolution
verified exact
doi, observed 2026-08-01T06:33:37.889098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:28:59.561255Z digest=sha256:348c0d6436d61f39d280dcbb031ccf7268ffa5cfb3309ae50b171dd380991401

Observation 3db42a2c-d84f-4806-bde4-71148892a858 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:59.661016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:59.661016Z digest=sha256:60fa9fe21d919692a5041f84f611be042f8dc3dbc3f825382f634221783aa4d3

Observation 4aa09f1e-f79e-4245-94f7-bde16f33e732 · outbound

This paper cites Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:59.715174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:59.715174Z digest=sha256:9aff7a7d42f4d319eeebd8055fd3174b1418095675225115867ffb58a9f16b0f

Observation a62498da-9d85-4c0e-8117-c33c8f0534c8 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-01T06:28:59.765835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:28:59.765835Z digest=sha256:c52335b490f1da1cb4800c14a3fc70bc311cefa5fb3594efeadc807277e45196

Observation 7a4fde54-db0e-4498-9573-8f215229b540 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 21

Resolution
verified exact
doi, observed 2026-08-01T06:33:37.230115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:29:00.039978Z digest=sha256:669db995b28863a6c71c81fe92e8ceef3d971ca40560589f5c8765a2b940ee3f

Observation 17a24ab3-9cb0-4bbc-b074-4ac0768fa83e · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:00.176551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:00.176551Z digest=sha256:0f2e4eabc0c21f2fe62b12793f3413df1dad9b168dfd47e59cfc77726ea5b287

Observation 29dbccf1-4fcc-449f-8390-83afec78bc67 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 23

Resolution
malformed identifier
no resolver link, observed 2026-08-01T06:29:00.254883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:00.254883Z digest=sha256:61c33e9fea4759cde94cc2e2b3c5b1c1327f5533b3e5b890650a70f30ad48735

Observation f8520845-eb76-4481-8249-08b21d6009a9 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:00.287729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:00.287729Z digest=sha256:7631d6866938fdefc791093c2d7adca5f34d7340e8432cce05e3c3bf2552a186

Observation 2f291e19-3d33-4677-abc8-41887f5cd75a · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:00.376308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:00.376308Z digest=sha256:a4e5bda3c4bd0b692983237d69f7d61d6d17a4cbdb74b83df3d0f434f9aff00d

Observation 789765ca-3a53-4387-9e4e-de646ee639be · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:00.493308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:00.493308Z digest=sha256:1107f1a5295571a5175cf471bd34c69508811a1571d4ae190c59092719acb5a9

Observation 65f8ab5d-7ea1-4633-bea8-1ec977c397c6 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 27

Resolution
verified exact
doi, observed 2026-08-01T06:33:36.922594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:29:00.598983Z digest=sha256:f0038ac711466c1203a959720a4139e5e4eb53eaada964258e422c07030f90e8

Observation c22ee89d-6d85-40b9-826f-06c31ed16039 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:00.797692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:00.797692Z digest=sha256:f060f3d4e608429283992d9b51895691f272f7190941d060d79f267bc323b977

Observation 1a436326-8d2a-4b89-82e3-05cb00381a80 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 29

Resolution
malformed identifier
no resolver link, observed 2026-08-01T06:29:00.939832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:00.939832Z digest=sha256:a2515526e9938415df3ce4e879a47a2f7a3dac703a2e2cf182ad9ae53bb2185e

Observation f26ede96-02ce-45cb-9725-ba94a158c6f0 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 30

Resolution
malformed identifier
no resolver link, observed 2026-08-01T06:29:01.078893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:01.078893Z digest=sha256:ed7d1304528009b393e93d5d94900243cc3834241356e028037716a5f5613205

Observation c85ed328-9bec-4ad0-84f1-c84da8fee43f · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:01.145617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:01.145617Z digest=sha256:1f987e868e129de3c1cbe55e9442929860a4e30914cd6eec814c76e01226d0c2

Observation 06849a2e-99d2-4282-a0bf-b9648abc4ed4 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:01.310298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:01.310298Z digest=sha256:dc6f271cbb4aef7ef219f7c7ca70c4f5e9952cd0a7bdd96d2f61c9aa8099e4f2

Observation 4854436c-2bab-4e64-bd5c-729be9f153e0 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 33

Resolution
malformed identifier
no resolver link, observed 2026-08-01T06:29:01.497143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:01.497143Z digest=sha256:59e0332c5a750a24bcb02860654a07fb7673e42cbdf9b05c7c4f519cdb3abf54

Observation aa5672d0-f7a4-4e91-bcaf-1e94c0b22d34 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:01.563303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:01.563303Z digest=sha256:4660fe79aa11f3d786732ead90b715e1b7b39873187d849bf0a5230b5d715cba

Observation 37bb660e-44c3-4ea0-90b8-9d13dee71472 · outbound

This paper cites Zico Kolter, Louis-Philippe Morency, and Ruslan Salakhutdinov.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Zico Kolter, Louis-Philippe Morency, and Ruslan Salakhutdinov

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:01.621568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:01.621568Z digest=sha256:8b58803c96eaf50dab58beb2a3d7ee46086cd8dcd3b583f93fff7d3ff4608b6b

Observation 4435c87d-cfbf-4de7-8341-9c0e67c07028 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:01.786503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:01.786503Z digest=sha256:672868720364a6e95a1d20499d598d2a8e1ae4e93ed1fa73f219bdc0483bea94

Observation 3f8c7143-1937-4e0d-a8c9-1e588954003b · outbound

This paper cites Attention Is All You Need.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Attention Is All You Need

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:01.840357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:01.840357Z digest=sha256:154bedd5fed7e61e0602e79c5a08371b9517d56dc109f8020071061ea405d04b

Observation 0e658f8a-fd54-4872-806e-2c1a8ece3319 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:01.917500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:01.917500Z digest=sha256:3ea193b4e7eb395c3c03bf6d44b78d3ce96cd3cf6a0c58f5bd171fa93ed57485

Observation 06a6763f-4c5d-4ad2-9c4d-ab63d9131b73 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:02.054760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:02.054760Z digest=sha256:5093cd396eab29a6054c685f72df2beaa80ba402cbd67eda35d0b36199471e1c

Observation ec160b27-dc86-4751-8341-3133826cd916 · outbound

This paper cites Sidiropoulos, and Mingyi Hong.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Sidiropoulos, and Mingyi Hong

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:02.114757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:02.114757Z digest=sha256:cf100773ae01916f4f04b273ac2726fd804fb2378e6eb9959c352e46b6eb3ba9

Observation 16374d21-ade7-4858-810a-7f0e4600a8c3 · outbound

This paper cites Arnold, and Bing Xiang.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Arnold, and Bing Xiang

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:02.183729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:02.183729Z digest=sha256:1e1c8669bc1b2dc64a0352d72af8733ba0685e0fbea51f374ded7c98e236bf35

Observation 0371f48d-d93f-4443-aab3-dc7e96d99489 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:02.270737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:02.270737Z digest=sha256:161ac97540db63130ebb929ad63a39fe6df85ba777a2a4a87e0de43e0b93ddb9

Observation 0f688acd-c501-462c-929f-cea7154588f2 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:02.551896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:02.551896Z digest=sha256:71e87da5fe23d8be4c0dcec911cbbc6109e4551ed90aff175342ab6384f8fdd8

Observation 737c5122-2f70-48d8-bd18-e44315fdb921 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 44

Resolution
verified exact
doi, observed 2026-08-01T06:33:36.589120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:29:02.633331Z digest=sha256:34b2246f25a6ce7824af9be5641aeaf332ad53f12f8dcc6849c46ef7ff6a42e4

Observation 28b96a32-367e-43b7-8018-68b1756f93b0 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 45

Resolution
malformed identifier
no resolver link, observed 2026-08-01T06:29:02.386618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:02.386618Z digest=sha256:3a0398e5ab18275c5f641e86fc040857beecebe6ea6194cf960909317443580a

Observation fbbe142b-048e-478a-a728-e7f43b99da84 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:02.733869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:02.733869Z digest=sha256:12cdd51df24b284b10672d4cf78dd33c0f0af2719cef0e184bce76761bc47a6e

Observation 8c64b582-442d-48f5-bfb0-ddf99354c574 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:02.984932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:02.984932Z digest=sha256:923bfb8915e238b41bc600821fec00ed362d33d96c8c7b0c28a7455f88878015

Observation 09efb875-6cf8-4539-84a0-6c051c02f055 · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:02.694084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:02.694084Z digest=sha256:0ba993006310db971b9da6472506abb19710506992a9d211bfe2bd4c77b1018f

Observation a5868414-741e-4822-8fbf-31a2a522a14f · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 49

Resolution
malformed identifier
no resolver link, observed 2026-08-01T06:29:03.288748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:03.288748Z digest=sha256:40f92cbf425e7b129ed012043535d635d6d95ba50fefc30bf85b158e560713b8

Observation fcdfdc68-8b28-4961-bbfd-6147f0dcfc2e · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:03.394667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:03.394667Z digest=sha256:27e7b407687a576d178901b239b884618624080ffd1070f05d7bbe623e03d698

Observation c6fb2965-d503-4231-a90e-0673be94b318 · outbound

This paper cites requesting help.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation requesting help

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:03.571240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:03.571240Z digest=sha256:760796ebbaeffe2207d7efdc3a2d80b5700993c3f7983bd7db8970bfcc1eb840

Observation b0fc99cb-7bea-4af3-bc2b-d53b14ee2b9d · outbound

This paper cites an unresolved cited work.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:03.102515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:03.102515Z digest=sha256:f43c2efd8896a5ce8b92d3fcde6e60b0c562383125f3585443448596fe883cc1

Observation b68063c4-174c-40f6-a35a-3520d3b0477b · outbound

This paper cites New Intent Discovery with Pre-training and Contrastive Learning.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation New Intent Discovery with Pre-training and Contrastive Learning

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:03.219323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:03.219323Z digest=sha256:c9bf6faa9b1889b3792de0a397dcf36c235c062357911e5e5f1c75148fa115d3

Observation 59a28c80-8c06-4922-a2ea-e39552da0d6e · outbound

This paper cites InProceedings of the AAAI Conference on Artificial Intelligence, Vol.

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation InProceedings of the AAAI Conference on Artificial Intelligence, Vol

Reference 2021

Resolution
verified exact
doi, observed 2026-08-01T06:33:37.535246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:28:59.893016Z digest=sha256:c14283725b60fba805b6327422c50505c03919610d5f4b1c87748ec57ca35d5f

Observation 3a42dd5e-647f-4330-abe9-08ef05e70e37 · outbound

This paper cites InProceedings of the 30th ACM International Conference on Multimedia(Lisboa, Portugal)(MM ’22).

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation InProceedings of the 30th ACM International Conference on Multimedia(Lisboa, Portugal)(MM ’22)

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-01T06:29:02.825394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:29:02.825394Z digest=sha256:e783d6f8b66db241b3868fc46ab61718bdfda0eff2161d6097779014d03bae46

Observation 232aa2a8-c4ed-4d97-9ed5-ecaedf8545f4 · outbound

This paper cites InProceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, Yaser Al-Onaizan, Mohit Bansal, and Yun-Nung Chen (Eds.).

Unsupervised Multimodal Intent Discovery via MLLM-Guided Concept Generation and Semantic Propagation InProceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, Yaser Al-Onaizan, Mohit Bansal, and Yun-Nung Chen (Eds.)

Reference 2024

Resolution
verified exact
doi, observed 2026-08-01T06:33:39.067811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-01T06:28:58.224102Z digest=sha256:7f9734525d90ad019c05b82683a3f43d4ffcf6d74c4a23b382c1e83d9b327191

Pith citing papers

No inbound Pith citation observations are available.