Pith. sign in

Paper Citation Record · LEDGER

Ensemble-Based Deep Reinforcement Learning for Chatbots

As of 19 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:1908.10422.

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

pith.paper-citation-record.v1
1908.10422 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T10:49:53.743893Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

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

measured 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

55 of 55 outbound references displayed

  • verified exact2
  • verified fuzzy23
  • unresolved30
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 198905eb-ac97-4d60-bf68-5b9907fec990 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.497219Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.511468Z digest=sha256:5b5f84ecde6570a65d8ed71f6601ae21140176a2c836b3cbd279aad40b160bb6

Observation 23cd9740-fef0-4709-981f-ac4911f91806 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.485397Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.516299Z digest=sha256:ee2a97c4488f78198923923fb7addec3069aaaa230b8a6fedcc3dd0ff07ded96

Observation d6504838-f1d3-4567-8089-5250e80aa8dc · outbound

This paper cites Hastie, R.

Ensemble-Based Deep Reinforcement Learning for Chatbots Hastie, R

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.472600Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.520537Z digest=sha256:317749ba0bf7e32461d34a907f9d93da9ae56afe805bf9d7e9d2f9a03f7797a3

Observation c4c39eb7-b38b-4444-be42-f4243bac54e9 · outbound

This paper cites LeCun, Y.

Ensemble-Based Deep Reinforcement Learning for Chatbots LeCun, Y

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.460074Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.524965Z digest=sha256:f86c5004ad7821101306926c7412e7c00a120f6124957714b45d89c2b7c0dbb3

Observation a35594ae-7470-4547-9d33-3d31533ddd56 · outbound

This paper cites A Deep Reinforcement Learning Chatbot (Short Version).

Ensemble-Based Deep Reinforcement Learning for Chatbots A Deep Reinforcement Learning Chatbot (Short Version)

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-14T10:49:53.859425Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.529509Z digest=sha256:1dfa4b6de2edce48aeb8ccc16290302525562794c836aa449e121ecf3935da91

Observation e8811dc8-5ab4-4b1b-8563-44c38c4d976d · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.447554Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.533908Z digest=sha256:991ea237b16e09da0c451dbb642bcde38dce54a5555eaa8932844515aedfda14

Observation a6486762-2ac1-455a-bb04-0231af0bfe94 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.433733Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.538140Z digest=sha256:940d43630511b3a8ce84c5a8e6ce93ded5a9ef3f3548d96f53c44f2456686f25

Observation abc4519e-4fb7-43fa-85ea-d90d2064851f · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.419465Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.543022Z digest=sha256:6ea457064eaf22fbee3028daf32dca7b875629c09e4b466e3af4f9dbe1e68597

Observation 2442c58c-e381-4f9f-b9f8-c6792501d59f · outbound

This paper cites Deep Reinforcement Learning: An Overview.

Ensemble-Based Deep Reinforcement Learning for Chatbots Deep Reinforcement Learning: An Overview

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-14T10:49:53.547432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:49:53.547432Z digest=sha256:222788e7939e38420e84590bdeb09a7c81c1428eab230018131167be537537e8

Observation 013a1dff-4b46-4a19-ae65-00446bf79c5a · outbound

This paper cites Casanueva, P.

Ensemble-Based Deep Reinforcement Learning for Chatbots Casanueva, P

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.404956Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.553573Z digest=sha256:d5e9901c7e0157c3d074788893d8859a3bc30d75ceb399e36aa97940cc23e673

Observation 90b02493-1bd4-4bb5-85f3-c8a46138bad6 · outbound

This paper cites Cuay ´ahuitl, S.

Ensemble-Based Deep Reinforcement Learning for Chatbots Cuay ´ahuitl, S

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.390763Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.557617Z digest=sha256:74b69c7fa42a02b62a51fe83728d7ae6f21e00bd2c25a269975fd94056170ad5

Observation fd476b79-e27b-442b-a8dc-0b05efbb8607 · outbound

This paper cites Cuay ´ahuitl, S.

Ensemble-Based Deep Reinforcement Learning for Chatbots Cuay ´ahuitl, S

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.377349Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.561804Z digest=sha256:51675b913a17e76f48d5672f794816ae6715f190ad66504660ded5019bb84650

Observation 5cd12507-d2b0-494b-b1e5-15f73d766d07 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.362987Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.565775Z digest=sha256:7a24d5540589cc38772dfd6695a65fd0014b55d0b484bad17c1a79716ee71428

Observation 4763eb93-b899-4453-a700-4a2738b4125b · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.349893Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.569735Z digest=sha256:5db68064741b26137ce2c17649a7d92ff9e2a5264e35e76f8b132be3af602285

Observation 122afeb3-b3fd-427d-8093-3dbab0584a62 · outbound

This paper cites Cuay ´ahuitl, SimpleDS: A simple deep reinforcement learning dialogue sys- tem, in: International Workshop on Spoken Dialogue Systems (IWSDS), 2016.

Ensemble-Based Deep Reinforcement Learning for Chatbots Cuay ´ahuitl, SimpleDS: A simple deep reinforcement learning dialogue sys- tem, in: International Workshop on Spoken Dialogue Systems (IWSDS), 2016

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-14T10:49:53.574010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:49:53.574010Z digest=sha256:84fdb9b13b074f6ddf7e950e2bdd3734b4b24ba3120b780bddea913246339ecd

Observation c4b2254b-e57b-4f0c-9419-7c570e482252 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.328115Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.577870Z digest=sha256:5f670959ee78f6e49a2a311d8b3a862f22c5c4877210f42742c95b5273dd5518

Observation 179466a4-4189-4e33-b1ea-c25aa96f8770 · outbound

This paper cites A Neural Conversational Model.

Ensemble-Based Deep Reinforcement Learning for Chatbots A Neural Conversational Model

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-14T10:49:53.582320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:49:53.582320Z digest=sha256:985a61618607164915062c6288bb59e8682469e618d663a3ebc3dddfaf2ab9b9

Observation 62d5f806-9c78-44ed-a272-7b578df94183 · outbound

This paper cites Sordoni, M.

Ensemble-Based Deep Reinforcement Learning for Chatbots Sordoni, M

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.314264Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.587659Z digest=sha256:da449bd83c10b96816c38545066d4f42a382d11f7cf1cd9ab5ab41fd2480ee45

Observation 04bd7648-bd51-42d5-837f-93300ed9116f · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.301445Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.591910Z digest=sha256:9d6d689ff7037736d01632b1c3ae14c0ba6d917a8bb7a2f42a0d1d74b8569da1

Observation f2e6be98-34c6-467b-9178-448ed34c80f4 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.288922Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.596056Z digest=sha256:51fb91c02d94a199a3d5c93bc0bf9532117e4ea1fae64c4ee8a43b800c8dcbcb

Observation d0f7eb74-505d-4c20-8137-0232401bcd9e · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.275383Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.600216Z digest=sha256:aa4c26cae519948a4ef4d3f5478b09b4bf3621a18148b9a4f033f3b611faca2a

Observation 3f20e415-ab2c-4d52-a67c-dadea67ea213 · outbound

This paper cites Personalizing Dialogue Agents: I have a dog, do you have pets too?.

Ensemble-Based Deep Reinforcement Learning for Chatbots Personalizing Dialogue Agents: I have a dog, do you have pets too?

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-14T10:49:53.604221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:49:53.604221Z digest=sha256:434fd683b3860a05064509584b83e8486c27475c511663c784a70a13f4bbab9c

Observation 95c909e3-325b-4935-9fdd-291ad52ba44d · outbound

This paper cites Sutskever, O.

Ensemble-Based Deep Reinforcement Learning for Chatbots Sutskever, O

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.262189Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.608845Z digest=sha256:e02274957c3792c133c334d82dbc74f5e0c9d2e2e4beb46b7950024880875ede

Observation 1d3c979a-79df-4611-b1e2-80e16e8a307a · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.247667Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.613174Z digest=sha256:c613270488f03827109efac561828c42e801c228747b39ba5612c0d3ef4c14bb

Observation 1ef2e165-b60a-4388-992d-b62b7acca460 · outbound

This paper cites An Ensemble Model with Ranking for Social Dialogue.

Ensemble-Based Deep Reinforcement Learning for Chatbots An Ensemble Model with Ranking for Social Dialogue

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-14T10:49:53.799362Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.617228Z digest=sha256:04c9a22607d2d9509676675c5b406c9a716c566da54dd0974d035b90b97f2ec8

Observation 1de4660b-18fa-47eb-9b1c-805a7135d7d8 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.234740Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.621605Z digest=sha256:7637fcf832aa29928d5f7742907be6516216d89b435b0ae9def0492c88d26704

Observation c90c91d1-1974-4d68-b2ef-2bef8cdd4bd7 · outbound

This paper cites Papineni, S.

Ensemble-Based Deep Reinforcement Learning for Chatbots Papineni, S

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.220939Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.625361Z digest=sha256:68dec829e5c5646ea2b8f7884719855a674de65a02fdb85acfa00db3e4fbf8d9

Observation ac13b04d-a0a0-4b03-ace9-61307c203537 · outbound

This paper cites Lavie, A.

Ensemble-Based Deep Reinforcement Learning for Chatbots Lavie, A

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.207683Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.630022Z digest=sha256:b23443890b6cc7fca60e80b3023c31eefc3ec7a271645e063a5cd93660ed0479

Observation af98b519-a7f6-4d3f-b9d3-6e889255d7b0 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.194720Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.634300Z digest=sha256:f923e99fa84a016acde56ac821202ded0f993f111efb2660da69e04482cb3a3b

Observation da10a7df-720a-476f-9a05-cb0b8b6b10b1 · outbound

This paper cites Szepesv ´ari, Algorithms for Reinforcement Learning, Morgan and Claypool Publishers, 2010.

Ensemble-Based Deep Reinforcement Learning for Chatbots Szepesv ´ari, Algorithms for Reinforcement Learning, Morgan and Claypool Publishers, 2010

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-14T10:49:53.638637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:49:53.638637Z digest=sha256:463ca5ab4e54cb000487b933ed7840e84fa1592e5e8d9eed3115714e88565467

Observation 46853cc1-490b-4071-8b5c-acfc89c5e6c9 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.172543Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.643329Z digest=sha256:a5ec206a476df7330978fb259799c0e78df01f345006b42500a5fecc2f13c9d4

Observation 8d7d0e6d-733d-464a-ad2c-fb03b2c2b747 · outbound

This paper cites van Hasselt, A.

Ensemble-Based Deep Reinforcement Learning for Chatbots van Hasselt, A

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.160375Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.649220Z digest=sha256:e1e189ebd99da724b1df57b0eddf9945c0bcfd89120eebcf042957701aa2ed23

Observation 69ab1ade-dcac-4d4c-903d-077f728b3aaf · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.147522Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.653606Z digest=sha256:e5a30f51f5fad8efe6f099a750cb88c7e691ad397e3421d645cd20deb1c6ac88

Observation 170322ac-1a62-4002-bacf-1fa402c1ec42 · outbound

This paper cites Cuay ´ahuitl, S.

Ensemble-Based Deep Reinforcement Learning for Chatbots Cuay ´ahuitl, S

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.134504Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.657740Z digest=sha256:6da5d3c33c48998ff058c05fc95465a02ed4c1cf0e5ed53ca80985ffdbb9f8cb

Observation d87f3a5e-964e-4b99-921b-db52b744596c · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.121897Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.661762Z digest=sha256:35f5c109e8a2b4c54d38ea89004bc4e9d3a95c9bbbccc0137ff51ab5e6d41f64

Observation 57015b92-4edc-4e0b-a5f3-d0f973679e89 · outbound

This paper cites liang Chen, L.

Ensemble-Based Deep Reinforcement Learning for Chatbots liang Chen, L

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.109143Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.666163Z digest=sha256:700126f8df09b21104e2cd561ebbf3caea105046bdd96c5ad64689b430f133fe

Observation 08b23399-2227-4c71-9af7-58ba25197db6 · outbound

This paper cites Today’s Practice and Tomorrow’s Potential.

Ensemble-Based Deep Reinforcement Learning for Chatbots Today’s Practice and Tomorrow’s Potential

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.095814Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.670193Z digest=sha256:e2c73552e83eb0c76d1ae69f28662d027ce05cc0a96a2c23d0491d93910a67f8

Observation 88f265a0-6f2f-48e1-beb6-c887ccc1e11d · outbound

This paper cites Mikolov, I.

Ensemble-Based Deep Reinforcement Learning for Chatbots Mikolov, I

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.082230Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.674052Z digest=sha256:7799357c76a57b9882c306de22a17c3e33a78204290ae2824c975301fd4e1cbd

Observation 82e39005-2e30-48f9-a2e5-4a0f7bfa54f3 · outbound

This paper cites Pennington, R.

Ensemble-Based Deep Reinforcement Learning for Chatbots Pennington, R

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.069492Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.678155Z digest=sha256:c53665acb89d11d7598e24d39176176074ac162555cbdbd532d1d1be3a135148

Observation 20826218-c081-402c-bd74-6de6b5df5404 · outbound

This paper cites Iyyer, V.

Ensemble-Based Deep Reinforcement Learning for Chatbots Iyyer, V

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.057010Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.682381Z digest=sha256:bfc2d3dafc1410fa16a6a2da7b9f1ec8da8f49129bde13bfe872ed01d00d041a

Observation a0258303-b53b-4f5e-9dcc-f0bfd22a605c · outbound

This paper cites Arthur, S.

Ensemble-Based Deep Reinforcement Learning for Chatbots Arthur, S

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:54.044598Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.686457Z digest=sha256:f557b3234e24ac61b6c374f15fd3462b35531c0aad21ca8836210bf91665b306

Observation cae75d58-3c95-4e68-b565-202a1d1e59b2 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.032380Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.690475Z digest=sha256:ac4b2dd1debdcd6e7036f9feebd6a6caa5ac08a6b5cd0a9422da0851a8cfade5

Observation 5c695ad7-5449-4ce3-9bc3-70c1995d4894 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.019410Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.694163Z digest=sha256:f071ba0d94d54e15a4d32a353069b29527e73460b711839634641b559c981e93

Observation 22571a7a-4b11-4673-85c5-4cc9d96b083c · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:54.006823Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.698576Z digest=sha256:cd7b31996c087b740494108500f7b850424cf3b717915c30bba6ee4705b5dc3d

Observation 012da39d-f42c-41e6-9e8b-306eb7ace012 · outbound

This paper cites Ioffe, C.

Ensemble-Based Deep Reinforcement Learning for Chatbots Ioffe, C

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:53.993221Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.702735Z digest=sha256:e0b76bcafc9ee84dbdb28071e08f318e798ded981bd09ddb94de003fa96aa06c

Observation 04ef0a90-4c7a-49a6-8e90-0b8b452aa452 · outbound

This paper cites Devlin, M.

Ensemble-Based Deep Reinforcement Learning for Chatbots Devlin, M

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:53.980394Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.706902Z digest=sha256:8064b562b5eb07f9fc283f2ddc20eebf04980b18a281a08c0cd3970783436f13

Observation e948fcd5-e042-44c1-8140-89c25ed0070b · outbound

This paper cites Universal Sentence Encoder.

Ensemble-Based Deep Reinforcement Learning for Chatbots Universal Sentence Encoder

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-14T10:49:53.710933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T10:49:53.710933Z digest=sha256:2a035241ff60bc3eb2bb478eb76960462953a738ee5c3050eca19a37bddff3d8

Observation ed826a64-63d9-411f-a217-574161dc928d · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:53.967415Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.715560Z digest=sha256:6ea027ceb1446dc63faa8b1ab2cf07557d71ca466e5c0bb937f6076d8ce6631e

Observation 91dd6ad6-f0b3-4248-bdb9-920ecafd2177 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:53.954476Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.719487Z digest=sha256:259c1984d60e8f9543d8d0459eed933071664e49f0d20b1d71a031fe9e17c406

Observation 505829fa-0a5c-490f-8174-65194edf3ad5 · outbound

This paper cites Papaioannou, O.

Ensemble-Based Deep Reinforcement Learning for Chatbots Papaioannou, O

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:53.941528Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.723437Z digest=sha256:59cec45098777217776dd98988c12500cf5a1d1c32329fb47b77b825af3f8def

Observation 8e5ba429-b100-43c3-b835-0656f4a4ca50 · outbound

This paper cites Cuay ´ahuitl, S.

Ensemble-Based Deep Reinforcement Learning for Chatbots Cuay ´ahuitl, S

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:53.927737Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.727209Z digest=sha256:be64a0db725c32bb9cd53bbf3617520ee13a5a594d900c16cc027a6951f499e1

Observation 393e050d-ef02-4dde-b0ad-33e3f3552088 · outbound

This paper cites Dethlefs, Domain transfer for deep natural language generation from abstract meaning representations, IEEE Comp.

Ensemble-Based Deep Reinforcement Learning for Chatbots Dethlefs, Domain transfer for deep natural language generation from abstract meaning representations, IEEE Comp

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:53.912889Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.731705Z digest=sha256:b043d035cbfbff6fbe19d0c5fce8717a93623d734b5781254c1a45704e0528f6

Observation 0f6c87cc-a5c9-4ac3-b640-05bf49db5743 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:53.899589Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.735791Z digest=sha256:e63e9aa195c373d152b967468e0ea494ff31acb9ca0477b96d976bd70155a6e8

Observation 4a86b2a0-b7e1-4080-b922-a09c0b315507 · outbound

This paper cites an unresolved cited work.

Ensemble-Based Deep Reinforcement Learning for Chatbots Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-14T10:49:53.885572Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.739782Z digest=sha256:272312f950babc68d1ac5d33ab12a77f825b155b655df9c49f48374d393fb774

Observation 9a2c0696-4e1b-46a6-be3a-0c98626c1015 · outbound

This paper cites Cuay ´ahuitl, A data-efficient deep learning approach for deployable multimodal social robots, Neurocomputing, issn 0925-2312, 2019.

Ensemble-Based Deep Reinforcement Learning for Chatbots Cuay ´ahuitl, A data-efficient deep learning approach for deployable multimodal social robots, Neurocomputing, issn 0925-2312, 2019

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T10:49:53.872882Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-14T10:49:53.743893Z digest=sha256:f9c6288e333bad28773c226f8545e272ab7e5c183cb01dfa41b0c28a28809668

Pith citing papers

No inbound Pith citation observations are available.