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Paper Citation Record · LEDGER

Understanding Multimodal Failure in Action-Chunking Behavioral Cloning

As of 11 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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:0f9505d301ca4ebcf1c0dcafaaa6ed4b4c2ac561097b537826d7241b4ead781f

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:83751ce996fe7d3594b0c33292534f39a213b926f4168efaa60d05652720720e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:217f912b86cf887aa461082353e2aabe6d3a2eb3cfddd87e7ab2413ced30e68d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:42d47d60f4ac3c447c06244d16cf2f6712535c750be749230314ac6ac0721bed

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:05b3cdc4d2a6c896f6facce7b22c9003a340d54488beca05d5f6d7ec36cb6dfb

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:a107baed9c4fd5c18b619e4aa1101b290155e8ed96fa0d19460fc227b63b6fa8

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:5b9f358c93cc1f18f6edcf487784b2311bfdec4d81848e0c76f19b57257b3efe

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:3828fa4341344d6d438315b77d4c38cbe7d65e869e892f7ce3b119b5314c0423

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:e7655644b941bc9d41a09db5e9d43b123c74afe2443590e6eaf0f6154572b92b

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
raw_fallback, observed 2026-05-22T08:14:45.638666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:ed385d62bb4dc3426f0bcbef6d34ac8e9464355dfe95bf04e2e4f4cfab3fcdbb

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:54e79aaab7e2cb8a2b8827e3b80b405c67f54477db90313cf49990cc6abdd2d2

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:dff8e14e8356846adf1b7820f33200f09d6b2c860381f851b5a9389d517ee7b1

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:89702e32910a47bced3ce6f54755e9bf97b85de2af4e6d7bf188bb7a16ce48ba

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:61cd435944fdf4321f24c8c114e63fe1eefd0de5e5232c32063f9f525f2df087

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:1e9c4c3bd7e7ae8cb8ef35791c92b00c5220fd0085d961b37d6d3b6fa8bc6c39

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:e2133ab7d7db57566648f4ae1d17fccc5b3294a1600182bff7f70efd98129610

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:a0c71567dd4e3b3c912eed04fd87757f9cfcac6b6c92fb5a9642108a976e5b31

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:ca93a3b50f33468b9fc772395aca288b1d36ca67303ed753a885a5d4b50a8c5f

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:b0a34c50bffd7a085f5046c2bd9e60b26d6d59333616b8bde2799c6d43d958a2

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:35ce2c0b1737b7955f934b35390d2be31d1e5108a0cd15940141374ccf4ab8fa

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:714f3479b37c9790265b566d2bf03e2bbf7c860754a85fae1a1a16aa51277d5d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:62e0e96876c40fe417567f3014063c8c4c5af81d1cbcca62b334203f3c703f89

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:991162f09099f0a63cc9434feb53ff5b0de405374bfe688210a1004302c76da9

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:1a941615f411a24ca58b1574ae0eeade6510878291a0781b99dc23ab1ae865d3

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:73684e655e55484dec0316a01a66f6fb165048e10438cbb42daf2282ca83a3ac

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:a1be4483b6663d04976df3010e061d40d40b600c333f0c5e641601567fe6337e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:8caf9ba1fc11831bf96dad3801de1d8d1bc3528c6cc8ad9fdec89e62b4a8d562

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:da9e634c669c16ba40f5c7a433dc376f20c952647a8da016c87b0bd32a051538

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:096bca408d6a3a3d72a142a059e5a94db0ae8b539a5f90be803b877e38ffe61e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T08:14:28.115848Z digest=sha256:34e77a3d16311bf414561c96060e9ee0fd1ded96e833ddea8935b4cc4bc3ef08

Pith citing papers

No inbound Pith citation observations are available.