Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:02:41.650877Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2608.02958.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:02:41.650877Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f0e327eb-cc37-41fc-ac9f-ad43b5fb7db0 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bdb01c7-c19c-49aa-8284-2675c899ca72 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies $\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6f130c9-fd8b-43f6-b4fc-e6d31fc55b12 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies $\pi^{*}_{0.6}$: a VLA That Learns From Experience
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2044ad1-7e77-4b81-a8ac-c3c54c9fdfa2 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies OpenVLA: An Open-Source Vision-Language-Action Model
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5494d4b-18ed-4c80-a060-212a70fe5ec2 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 190a658c-ae30-41eb-9636-7f2fd317abcf · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies GigaBrain-0.5M ∗: A VLA that learns from world model-based reinforcement learning,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fe84d86-5341-478a-ad6b-ec8f4a0381f2 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies LeRobot: State-of-the-art machine learning for real-world robotics in PyTorch,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cf8cc2e8-5f26-4ed8-b694-d0f93b49890b · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies DINOv3
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fa4a75d-27f3-4c63-9114-223b557c1e9d · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies RT-1: Robotics Transformer for Real-World Control at Scale
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94c88663-bab4-4128-9f0f-ef5be6899801 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0edee28e-0d3e-471f-8f6d-99308dc3d347 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies OpenPI: An open-source implementation of theπ 0 vision-language-action model,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 38447433-88ab-41eb-8e8a-928dedf3afd4 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Flow matching for generative modeling,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be3c095b-6159-4b72-bbf3-e2a3846b4de1 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Diffusion policy: Visuomotor policy learning via action diffusion,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ac4a517a-a463-4a62-ae3e-2f16db055145 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Learning fine-grained bimanual manipulation with low-cost hardware,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2526b958-28da-4b52-877e-9471b3ff58fb · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Xiaomi-Robotics-0: An open-sourced vision- language-action model with real-time execution,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c587d16-b1b5-4a7e-8262-35ad00ff8500 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Human-level control through deep reinforcement learning,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9682bcd-ab6e-4fac-bd90-88541120cb38 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Continuous control with deep reinforcement learning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d12c4145-0e4d-4519-ba34-4be611a74e51 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Soft actor-critic: Off- policy maximum entropy deep reinforcement learning with a stochastic actor,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 05f1db3b-a716-4f3f-8a38-7b3b1cb1ffff · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Q-Transformer: Scalable offline reinforcement learning via autoregressive Q-Functions,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bca37e54-10b7-41b6-bb0f-a8bc0544a626 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Offline reinforcement learning with implicit Q-Learning,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 55cee351-4331-4ed6-9459-d2b387895242 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Conservative Q-Learning for offline reinforcement learning,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 347c65e5-ea50-4851-8e64-3b1ffe7c2ea7 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies VIP: Towards universal visual reward and representation via value-implicit pre-training,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fc3462e8-1e6c-4a63-8dc3-52e4950688b6 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies LIV: Language-image representations and rewards for robotic control,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b16b8d36-e70a-4112-bdd4-d778613395ff · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Contrastive learning as goal-conditioned reinforcement learning,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ad680993-cb28-44dc-9e86-70d19154b112 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies GoFAR: Offline goal- conditioned reinforcement learning via state-occupancy matching,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c02acba3-526e-475e-b87b-4c162cd52012 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Diffusion Policy Policy Optimization
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c413955e-7141-4bfe-8f89-3cdea09e62de · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies VLAC: A vision-language-action-critic model for robotic real-world reinforcement learning,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22522702-9309-4bb1-9acc-1a0fc399b256 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies SAFE: Multitask failure detection for vision-language- action models,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65428792-2496-40f1-9f1c-1ffa74e6bf32 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies AHA: A Vision-Language-Model for Detecting and Reasoning Over Failures in Robotic Manipulation
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f8d0f19-fa02-4d52-828c-45d1482d5488 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies I-FailSense: General robotic failure detection with vision-language models,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8289811b-fdef-41ff-affe-6afbfc7166bf · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Score the steps, not just the goal: VLM-based subgoal evaluation for long-horizon manipulation,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a095653-1d88-491b-bbaa-b4452fae635c · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies RoboCLIP: One Demonstration is Enough to Learn Robot Policies
Reference 32
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Unavailable: canonical work link unavailable.
Observation 81ba3366-5daa-4143-b4ad-8f142ef64257 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Eureka: Human-level reward design via coding large language models,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d37e56e8-90bf-4972-8fb0-9738bf696814 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies JHU-ISI gesture and skill assessment working set (JIGSAWS): A surgical activity dataset for human motion modeling,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6598b3e5-267f-4211-a448-c469afd72baf · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies EndoNet: A deep architecture for recognition tasks on laparoscopic videos,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a611b781-5a24-4f2d-88ce-c215b0f87aba · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies MS-TCN: Multi-stage temporal convolutional network for action segmentation,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fcd55768-862d-4696-b916-1da56be9d3e7 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies ASFormer: Transformer for action segmentation,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 590cca07-9941-4f4c-9828-ec86c1fdceb2 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies The THUMOS challenge on action recognition for videos “in the wild
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ffd4ba50-0acf-4444-9620-757526ca789e · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies ActivityNet: A large-scale video benchmark for human activity under- standing,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation defdb187-7a36-42a7-ad83-d31e400ab0fb · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Scaling egocentric vision: The EPIC-KITCHENS dataset,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4389f750-1222-45d5-bd87-865c7e4dd82b · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies ActionFormer: Localizing moments of actions with transformers,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6b5a9b44-287b-4d51-b70b-6f2908687eba · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Let’s verify step by step,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fefe5a37-e52d-4331-ace0-616a3a092fa6 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies R3M: A universal visual representation for robot manipulation,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 720ce021-625e-40e8-a0ff-8f81bb2e8cf1 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Value prediction network,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 162dcab4-6c66-4f8c-b8d4-591017289f75 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Hi Robot: Open-ended instruction following with hierarchical vision-language-action models,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 09de69db-ef78-412b-af36-2eeaff55e989 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Do As I Can, Not As I Say: Grounding Language in Robotic Affordances
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e21eac49-62d1-421f-ab97-bc72cb148efe · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Inner monologue: Embod- ied reasoning through planning with language models,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7a40187b-8cd6-41ef-bcf6-ab63ff94a761 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies Interactive language: Talking to robots in real time,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 64aec2f3-cf86-4567-9900-1a457c730b57 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies What matters in language- conditioned robotic imitation learning over unstructured data,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 400348e5-c209-434d-be2e-52a6acbba034 · outbound
ValueFormer: A Causal Transformer Value Function with Stage-Aware Labels for Semi-Autonomous Vision-Language-Action Policies HG-DAgger: Interactive imitation learning with human experts,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
No inbound Pith citation observations are available.