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Paper Citation Record · LEDGER

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning

As of 13 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2605.22493.

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

pith.paper-citation-record.v1
2605.22493 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T08:14:28.115848Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

31 of 31 outbound references displayed

  • verified exact12
  • verified fuzzy17
  • unresolved0
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6981b902-fbf2-426e-9cbd-1a88c60a2846 · outbound

This paper cites Mixture density networks.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Mixture density networks

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.670669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 6a351eeb-e6a5-46f6-8eb2-54af07cb0018 · outbound

This paper cites $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-22T08:14:45.524337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation c57138ab-3600-4dc9-a80b-dee0fee8e930 · outbound

This paper cites Generating sentences from a continuous space.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Generating sentences from a continuous space

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.667444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 7bc28128-fbde-40bf-806b-cf7a20cd25d6 · outbound

This paper cites Albumentations: fast and flexible image augmentations.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Albumentations: fast and flexible image augmentations

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.660929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:793b31d29f0922a41bce5593d197657e249d5f254300a5bcaa8450159912fb5c

Observation 68b57042-36e6-4acf-9ac5-514edf13a76e · outbound

This paper cites Variational Lossy Autoencoder.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Variational Lossy Autoencoder

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-05-22T08:14:45.511911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:8b17cd16b5f3272cf5ea087273b8ddf19eb8c150cc465765072c582664c20731

Observation 04c7681c-6956-40cc-96e9-e26b3b5be8ed · outbound

This paper cites Diffusion policy: Visuomotor policy learning via action diffusion.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Diffusion policy: Visuomotor policy learning via action diffusion

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.664303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:127fe9176a4456b5fd9400aed8400b53871a9d20cf0837943ff5bc33eaa7a291

Observation e3d81f8a-ecd5-4dbb-b3c6-a7b52da0feb0 · outbound

This paper cites Scaling rectified flow trans- formers for high-resolution image synthesis.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Scaling rectified flow trans- formers for high-resolution image synthesis

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.681496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:628debb89f37d49288c67990f2c62e4a9914953fbe5957e5fa6f55b9e3846cb8

Observation d8ee5631-c43a-4258-a0c3-d510f8769916 · outbound

This paper cites Interpolating between optimal transport and MMD using sinkhorn divergences.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Interpolating between optimal transport and MMD using sinkhorn divergences

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.674974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:25728372b1a4c560cc43e1808d9b19528827fdc595979446960304500a24ec96

Observation f0375c29-d2df-4c03-a385-7627ca87a5f6 · outbound

This paper cites Implicit behavioral cloning.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Implicit behavioral cloning

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.678195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:006a73820164aec7256a01130057d749fe448009cfa96fda4edd94a010ffb10d

Observation f0d5cfea-ba06-45d2-831a-0b89a5816f8f · outbound

This paper cites Relay Policy Learning: Solving Long-Horizon Tasks via Imitation and Reinforcement Learning.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Relay Policy Learning: Solving Long-Horizon Tasks via Imitation and Reinforcement Learning

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-22T08:14:45.504390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:2c547bfb57e4fddd5d851af5a2d9b25cbf71a2dbc179a04b466f3df0df35f739

Observation 10d8cf23-3aab-45c4-b8eb-6bd352efccb2 · outbound

This paper cites Generative adversarial imitation learning.Advances in neural information processing systems, 29.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Generative adversarial imitation learning.Advances in neural information processing systems, 29

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:4624894a01367c98326d99e5325da78e673633c6e6cab73eb56c4b86f6b6afbd

Observation fb888e31-f37d-4760-ace1-79598df20832 · outbound

This paper cites Elbo surgery: yet another way to carve up the variational evidence lower bound.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Elbo surgery: yet another way to carve up the variational evidence lower bound

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.657942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:0396882f0490f11f50b7bcc8d8b0efeb01ed8c9530d56052281395faae1c88f8

Observation bcf114c3-36ad-4e03-8c15-f6cc4fdc0f91 · outbound

This paper cites Stochastic variational inference.Journal of machine learning research.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Stochastic variational inference.Journal of machine learning research

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.635215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:c6e3aff99a656d4476447bb8e30be030d4b96201cce952554b6c38bb63655fc7

Observation abbe972f-6b6f-43bc-9836-9a4a896b815b · outbound

This paper cites $\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning $\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-22T08:14:45.508398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:327133a7e9ad1ff41f6b67ba4d72c6975253e517e71efcfb85b200edc8b875fd

Observation a8cfa1b2-b219-4ae0-a936-7fc3e96c076b · outbound

This paper cites OpenVLA: An Open-Source Vision-Language-Action Model.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning OpenVLA: An Open-Source Vision-Language-Action Model

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-05-22T08:14:45.479364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:8756152751d7df73b87fac2a2c7cd4adcb74078d70c04c09a1b1df5b30811300

Observation 0a035c3b-6a47-47fe-be58-4c1a1caa95c5 · outbound

This paper cites Behavior Generation with Latent Actions.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Behavior Generation with Latent Actions

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-22T08:14:45.520556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:ee4c1489b5db8b2fd57ff1bbfc44c1bf16575704e64c977294c57f32c2cfe993

Observation 8be10303-6296-41e2-82d3-eb37975abd19 · outbound

This paper cites Infogail: Interpretable imitation learning from visual demonstrations.Advances in neural information processing systems, 30.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Infogail: Interpretable imitation learning from visual demonstrations.Advances in neural information processing systems, 30

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.654969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:f8e15fe62bcda206f3af5c1a570a7deffc313294739818bfc6af747b87f3726e

Observation 4c9909d3-f646-4505-8756-265979ac7b41 · outbound

This paper cites Alvinn: An autonomous land vehicle in a neural network.Advances in neural information processing systems, 1.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Alvinn: An autonomous land vehicle in a neural network.Advances in neural information processing systems, 1

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.684323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:eb6d2464855757b31e00197fd788f0aa0bea1344ec4a08646e59830cfec158c7

Observation a14f3aa1-667d-4b39-820a-a34728c78ae9 · outbound

This paper cites Multimodal diffusion transformer for learning from play.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Multimodal diffusion transformer for learning from play

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.651925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:080236e20768521a221a42dde8e1dcc1b662b0a29e3eecb61591571ab6a53b39

Observation f0ddbbb6-a0a2-45c0-becf-75a6147fd95e · outbound

This paper cites Goal-Conditioned Imitation Learning using Score-based Diffusion Policies.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Goal-Conditioned Imitation Learning using Score-based Diffusion Policies

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-22T08:14:45.484076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:2d90143c9384a4b0afed9fadbbc53e0d32c3d4bed88895b661b117a3c9b3075b

Observation edbc54c3-c38e-489f-b94b-d659d9822bd2 · outbound

This paper cites A reduction of imitation learning and structured prediction to no-regret online learning.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning A reduction of imitation learning and structured prediction to no-regret online learning

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.641797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:2e57cc7e196acc6eb06696efe8af8fa744a921ee5425b735a4dd74afcb678ba0

Observation 7340ef77-f16c-44e2-94c8-233193589d4f · outbound

This paper cites Can push-forward generative models fit multimodal distributions?Advances in Neural Information Processing Systems, 35:10766–10779.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Can push-forward generative models fit multimodal distributions?Advances in Neural Information Processing Systems, 35:10766–10779

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.631842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:0d280693093d3ca648e13e65ec730babe22063d88e4a49a98fc62bbd77196608

Observation b64e5e90-459b-483f-b63e-d6f27426ad0b · outbound

This paper cites Behavior transformers: Cloning k modes with one stone.Advances in neural information processing systems, 35:22955–22968.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Behavior transformers: Cloning k modes with one stone.Advances in neural information processing systems, 35:22955–22968

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.649075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:f86dd36cfc8b692bbc31918ec1bcec3a64e212e54a25808126b7dbe5954ae5c8

Observation 338dd166-8a0f-4a92-a23b-e7d155073008 · outbound

This paper cites Quantization-free autoregressive action transformer.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Quantization-free autoregressive action transformer

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-22T08:14:45.516126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:a7dafaab84ea455983a4fea8b8ac6a94b62990342d821764da4e69f034bdfcd2

Observation 42a0f4cb-c9da-4ee4-a2b1-c857127bc89d · outbound

This paper cites SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-05-22T08:14:45.474229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:195be9405f131103e33f5eb2cb3dd0deeb5ecea74b7f5bc3e892f3824c816900

Observation 55991ad0-daab-40bb-95fe-bb14379d6ad4 · outbound

This paper cites The Pitfalls of Imitation Learning when Actions are Continuous.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning The Pitfalls of Imitation Learning when Actions are Continuous

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-22T08:14:45.492996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:0941c02be32fcc2723d6804aa05b91568f5720733d73ebc3c7b8f04b611a0ee3

Observation b9be27c6-843f-4b8c-9751-0cd9bcce922c · outbound

This paper cites Lipschitz regularity in Flow Matching and Diffusion Models: sharp sampling rates and functional inequalities.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Lipschitz regularity in Flow Matching and Diffusion Models: sharp sampling rates and functional inequalities

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-05-22T08:14:45.496400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:901cc811f3d09628b51cd766bc0eb9065096e6b6116638795a293feb162a3b46

Observation 26f4904e-7345-4a2d-b162-e39b457bbabd · outbound

This paper cites Octo: An Open-Source Generalist Robot Policy.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Octo: An Open-Source Generalist Robot Policy

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-05-22T08:14:45.500118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:5f97f346967f0305f9bdf9354b412e4ac109f00023a9e1ee15607d410797b620

Observation 33140a9c-4402-4461-8373-dfa4d5317fe4 · outbound

This paper cites Wasserstein Auto-Encoders.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Wasserstein Auto-Encoders

Reference 29

Resolution
metadata mismatch
arxiv_id, observed 2026-05-22T08:14:45.469451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:8c13a0e7c06a999934b8b1a6c024b9549003fc9582d399df5a746f5ca5011cab

Observation ff1c5070-7459-4e05-9e89-e0b95c341ec2 · outbound

This paper cites Neural discrete representation learning.Advances in neural information processing systems, 30.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Neural discrete representation learning.Advances in neural information processing systems, 30

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:14:45.645258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:16677dbd9aed5dc6bd5ede93ac0b848270bcc3ab477eabad740d8202bad71ffa

Observation 5e678044-baac-41fb-b1e2-22ba3a5140d5 · outbound

This paper cites Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware.

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware

Reference 31

Resolution
malformed identifier
local_arxiv, observed 2026-05-22T08:14:45.488608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:025133c88683d607ffc6ce069c5369c912f335888ba9d5d20f64de28b7643edd

Pith citing papers

No inbound Pith citation observations are available.