Pith. sign in

Paper Citation Record · LEDGER

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games

As of 23 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2412.00725.

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

pith.paper-citation-record.v1
2412.00725 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:07:02.905569Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

24 of 24 outbound references displayed

  • verified exact0
  • verified fuzzy16
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0f66aaf1-b526-4766-b59d-83413951dc24 · outbound

This paper cites Decision transformer: Reinforcement learning via sequence modeling,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Decision transformer: Reinforcement learning via sequence modeling,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.202976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.807473Z digest=sha256:9865a53484af5ef88fff24e60bc8fe511468411fa98e6217522ecddeb3f56ece

Observation a95c63a8-473a-4ce1-96c7-8424982d0c12 · outbound

This paper cites Decision Mamba: Reinforcement Learning via Sequence Modeling with Selective State Spaces.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Decision Mamba: Reinforcement Learning via Sequence Modeling with Selective State Spaces

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-12T05:07:02.812629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:07:02.812629Z digest=sha256:497ef5be0d300a8ccf1d946977667c39bc113b03a043cc15eb36130b3b1b5d49

Observation 1c620ca2-1ea0-4889-9996-a4a7cecbb81c · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T05:07:02.817317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:07:02.817317Z digest=sha256:391162e065149bf69ec7b54e694abd9e6ad9a0761d88eb2f7578698815c6411e

Observation fab676f6-695d-46ea-b981-ab22b29a799e · outbound

This paper cites Attention is all you need,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Attention is all you need,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.190534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.821892Z digest=sha256:e1167bddbc15dd29b750224212510a6198d1fa9fe289be592a5552d246831269

Observation c27da9f4-05c6-44eb-b6ed-5b796b4a8bec · outbound

This paper cites BERT: pre-training of deep bidirectional transformers for language understanding,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games BERT: pre-training of deep bidirectional transformers for language understanding,

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T05:07:02.826193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:07:02.826193Z digest=sha256:2024f03c248133d4b4eb3f7f079c440bedffe767bc96313ae672a241c2f99523

Observation 57e68c62-6655-4f1a-8329-a35870247085 · outbound

This paper cites Efficiently modeling long sequences with structured state spaces,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Efficiently modeling long sequences with structured state spaces,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.170178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.830605Z digest=sha256:1d4e204f3836a1589ecb5814daa651a7f4dc11b0bb56846e88721eef7b64c4b9

Observation 7c3d5ba4-7b84-415a-8d43-3e7a9077acf3 · outbound

This paper cites Hippo: Recurrent memory with optimal polynomial projections,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Hippo: Recurrent memory with optimal polynomial projections,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.157567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.835308Z digest=sha256:cd0af3864232e02c90b275595a7fafe3df90f72aafbaac00ed92aae5cd32b975

Observation 7ee0eb8e-5243-480a-b47c-139e408ee4bc · outbound

This paper cites Long short-term memory,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Long short-term memory,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T05:07:02.839418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:07:02.839418Z digest=sha256:c677f7f4f6aea4b43243d6d3c9779ab7ffeff6fc0cce9018ef10a2a81c1047ff

Observation 3e38a89d-dbc4-4f75-aa63-f0ce1b5f6aa0 · outbound

This paper cites an unresolved cited work.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:07:03.145537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.843829Z digest=sha256:c6e4f2ce0dcefcde553eca1c23716aa165e06fbfee0afa4e3f803e7d6114cf38

Observation 4bf477a5-a070-4cdd-8616-7d1bc0114314 · outbound

This paper cites Decision convformer: Local filtering in metaformer is sufficient for decision making,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Decision convformer: Local filtering in metaformer is sufficient for decision making,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.133271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.848243Z digest=sha256:ebc6f0d22ec9f2564313ea91de993e8f031ea925f94425572dfc3ae981108c1c

Observation 4ef1c62f-562b-4692-9a7a-28c6070fb639 · outbound

This paper cites Decision s4: Efficient sequence-based rl via state spaces layers,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Decision s4: Efficient sequence-based rl via state spaces layers,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.121050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.852650Z digest=sha256:577ebb4ae9ab8475cf33f02df3cb1326bbb2a5ffb3f0c3be792e93850477b30a

Observation dc66ab1b-7390-483e-a40e-ea801ebbd512 · outbound

This paper cites An optimistic perspective on offline reinforce- ment learning,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games An optimistic perspective on offline reinforce- ment learning,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.108247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.856448Z digest=sha256:e4111b9f4a885f4b0af16bf1039704e13a2859a6b6e74dc1bf04a8deb8870441

Observation 708389df-744b-41e8-9a32-b3dc34130889 · outbound

This paper cites The arcade learning environment: An evaluation platform for general agents,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games The arcade learning environment: An evaluation platform for general agents,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.096154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.860603Z digest=sha256:1718a6c60961fbe36106a151eaccab8fc023c15f1a8c3bfca29009402f2a0a0d

Observation 7be86737-d3d8-472b-b938-e6077ba4d0b6 · outbound

This paper cites Mastering atari with discrete world models,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Mastering atari with discrete world models,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.084892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.864753Z digest=sha256:122a3991ab1b7c0b57dab41e9b6c221f037507e7f8823a56ebc5bb0a675b4c9b

Observation 7feeba18-1939-4f02-a50a-3e3ab1e132fe · outbound

This paper cites Mastering atari games with limited data,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Mastering atari games with limited data,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.072566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.868842Z digest=sha256:3df6acb9c5e88ef946284a62e2b179b5db42ba2fbcff96ec5dd92cf54c73847e

Observation dde4a52a-2f8c-419b-9431-7ec7c7595511 · outbound

This paper cites Image entropy equalization: A novel preprocessing technique for image recognition tasks,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Image entropy equalization: A novel preprocessing technique for image recognition tasks,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.060215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.873119Z digest=sha256:e9cd8a5e21bb4fc6e7179d72366b60e59815f845ed7cd1113e1af07aab5c578d

Observation 8d9ed614-c028-4255-9468-1be06de1a895 · outbound

This paper cites A mathematical theory of communication,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games A mathematical theory of communication,

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T05:07:02.877346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:07:02.877346Z digest=sha256:96a662484d24185fc8fdea9c89b167a0aeb40ff675c8a38886fb1f2e1c7c2142

Observation 9f7a9f86-dc63-4bb6-9943-62272cd6d44d · outbound

This paper cites Salomon and G.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Salomon and G

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.039194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.881526Z digest=sha256:cf1e689efb8e233135e9f151530db3b77a0f3d9239e5248c2e6d5744147c9748

Observation c58c4ed8-3007-4d66-b134-7959bfd41b94 · outbound

This paper cites zlib: A massively spiffy yet delicately unobtrusive compression library,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games zlib: A massively spiffy yet delicately unobtrusive compression library,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.026129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.885503Z digest=sha256:c4960f18ea504e2edf6d428e74f3625bdb1eedb513f0e998a492fff18faa663f

Observation 0a62b3e5-8885-4faa-a057-30a1638a2b52 · outbound

This paper cites Object recognition from local scale-invariant features,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Object recognition from local scale-invariant features,

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-12T05:07:02.889585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:07:02.889585Z digest=sha256:ca9e7c40f77c2e078c1ad86c8ae192bd048f9737d86a7ae8f6f56d080c503728

Observation 8ed57289-1007-4b9f-b95f-8816e5fce4a2 · outbound

This paper cites Random forests,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Random forests,

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-12T05:07:02.893497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:07:02.893497Z digest=sha256:d1e6aed9c7e0c0f7b9db574f34670853646d56628810e4bc45cc2f40a18a06f2

Observation 2ad11545-cc47-459f-919d-de1c43968e94 · outbound

This paper cites A unified approach to interpreting model predictions,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games A unified approach to interpreting model predictions,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:03.006251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.897819Z digest=sha256:de5c56febaf2ad0b83776b19b22605f56c1f543059fde5d85e8518ca0286f555

Observation d611d26c-7a97-43d2-8f23-17ab0d3efa4e · outbound

This paper cites Chapter 4 - understanding your data,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Chapter 4 - understanding your data,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:02.992773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.901839Z digest=sha256:d209ffeb139c2fcf5b6a44fde4d4122acdec4e3139ddf9bcd6601faa4ec6761f

Observation 1122c360-af89-47b6-9a9b-c49bb6421fc9 · outbound

This paper cites Correlation coefficients: appropriate use and interpretation,.

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games Correlation coefficients: appropriate use and interpretation,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:07:02.978422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:07:02.905569Z digest=sha256:e37e1462396ef37fbbb4cd411b54f613cdd190cee7db03529d0aba2a71db22ae

Pith citing papers

No inbound Pith citation observations are available.