Paper Citation Record · LEDGER

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning

As of 10 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 2 inbound Pith citation observations for arXiv:2509.10486.

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

pith.paper-citation-record.v1
2509.10486 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:45:56.376360Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T15:19:23.003493Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-30T15:24:50.087593Z

Reference resolution

36 of 36 outbound references displayed

verified exact0
verified fuzzy26
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1672e7a6-d2a4-4cff-95b8-ff6ebd5e6436 · outbound

This paper cites Improving language understanding by generative pre-training,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Improving language understanding by generative pre-training,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:51.809182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1acb59a3-a895-44b7-bc09-b8d53b155f28 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:51.934742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40eaaae9-3fc7-4985-93c8-0dce6c299715 · outbound

This paper cites Training language models to follow instructions with human feedback,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Training language models to follow instructions with human feedback,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:52.000461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8719c954-24a4-49dc-a68f-d49362a500e8 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Direct preference optimization: Your language model is secretly a reward model,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:52.215776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d14070d7-f254-42e2-b55f-66bfc93880a6 · outbound

This paper cites Proximal Policy Optimization Algorithms.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Proximal Policy Optimization Algorithms

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:52.375396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f14326a4-bff3-4393-9afc-765af8251ae6 · outbound

This paper cites Neural adaptive video stream- ing with pensieve,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Neural adaptive video stream- ing with pensieve,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:46:01.010120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8f529a7c-7ffe-4c0d-9d5c-29a3b0891ab8 · outbound

This paper cites Asynchronous methods for deep rein- forcement learning,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Asynchronous methods for deep rein- forcement learning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:46:00.843857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 60a5ed7f-8fd8-4ee5-8152-ff446dab78b0 · outbound

This paper cites Comyco: Quality-aware adaptive video streaming via imitation learning,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Comyco: Quality-aware adaptive video streaming via imitation learning,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:46:00.716424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0aa6370e-8299-425a-b561-a283627342b1 · outbound

This paper cites Optimizing adaptive video streaming with human feedback,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Optimizing adaptive video streaming with human feedback,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:46:00.577400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f703b86-07d4-4845-b808-f4e2ab253bb5 · outbound

This paper cites Genet: Automatic curriculum generation for learning adaptation in networking,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Genet: Automatic curriculum generation for learning adaptation in networking,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:46:00.424063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9d55f6c6-c3ff-4346-9d48-96a999aaf4cd · outbound

This paper cites Curriculum learning,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Curriculum learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:46:00.250705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 684f055b-6b21-4301-a55a-1093d74d37e8 · outbound

This paper cites Netllm: Adapting large language models for networking,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Netllm: Adapting large language models for networking,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:46:00.105578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f7b38264-ff16-4e5f-8a29-22e0b8801f16 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Lora: Low-rank adaptation of large language models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:53.727273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d4d7b45-50d5-4a70-aec0-3f43e234c57e · outbound

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

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning A reduction of imitation learning and structured prediction to no-regret online learning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:59.860790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ed1838f1-aa4a-4709-ad10-00bff9252c3d · outbound

This paper cites Comyco for linear-based QoE (comyco-lin),.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Comyco for linear-based QoE (comyco-lin),

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:59.701063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bb220847-120c-4ecb-abde-4255c8072f37 · outbound

This paper cites Mujoco: A physics engine for model- based control,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Mujoco: A physics engine for model- based control,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:54.125586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a76caee-484b-4da9-a0d9-5b5f4aa50cd5 · outbound

This paper cites Multi-resource constrained dynamic workshop scheduling based on proximal policy optimisation,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Multi-resource constrained dynamic workshop scheduling based on proximal policy optimisation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:59.534015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b7d5c06c-6d7f-4af4-8a73-1236895dee8f · outbound

This paper cites High-Dimensional Continuous Control Using Generalized Advantage Estimation.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning High-Dimensional Continuous Control Using Generalized Advantage Estimation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:54.371287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77268fd7-58aa-4e3c-b5bc-cf24ce80304a · outbound

This paper cites A variegated look at 5g in the wild: performance, power, and qoe implications,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning A variegated look at 5g in the wild: performance, power, and qoe implications,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:59.370493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 321eaa12-1940-48a3-bcea-cbbecd2b97ec · outbound

This paper cites Lumos5g: Mapping and predicting commercial mmwave 5g throughput,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Lumos5g: Mapping and predicting commercial mmwave 5g throughput,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:59.135914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c078ce0b-5fe5-4192-9393-6dabb9d4856a · outbound

This paper cites Commute path bandwidth traces from 3g networks: Analysis and applications,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Commute path bandwidth traces from 3g networks: Analysis and applications,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:58.935102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 59555556-ad54-4cc6-9bb2-a7adc178c7db · outbound

This paper cites Raw data - measuring broadband america 2016,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Raw data - measuring broadband america 2016,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:58.740245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8ad7614e-882c-4297-af5a-6a6c30530780 · outbound

This paper cites Raw data releases - measuring broadband america 2018,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Raw data releases - measuring broadband america 2018,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:58.560498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b3fea566-dc4f-4a1e-8bef-81be02ae2bd5 · outbound

This paper cites Pitree: Practical implementation of abr algorithms using decision trees,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Pitree: Practical implementation of abr algorithms using decision trees,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:58.342266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f8dd68d8-561d-47f8-91b9-56d44ebbdd5a · outbound

This paper cites Oboe: Auto-tuning video abr algo- rithms to network conditions,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Oboe: Auto-tuning video abr algo- rithms to network conditions,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:58.172349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2308ac1c-7cf0-47e4-ac39-54fca6ec05d7 · outbound

This paper cites Improving gen- eralization for neural adaptive video streaming via meta reinforcement learning,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Improving gen- eralization for neural adaptive video streaming via meta reinforcement learning,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:57.974434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fbaa8db7-91df-4a2b-aec7-1548071ea1e1 · outbound

This paper cites Learning in situ: a randomized experiment in video streaming,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Learning in situ: a randomized experiment in video streaming,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:57.807909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7fe78605-7287-4f2d-8f47-17db7fa2d37d · outbound

This paper cites Lumos: Towards better video streaming qoe through accurate throughput prediction,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Lumos: Towards better video streaming qoe through accurate throughput prediction,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:57.618274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1500d513-503b-4f84-8910-a74a97c3a848 · outbound

This paper cites dash.js: Mpeg-dash reference client,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning dash.js: Mpeg-dash reference client,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:57.435530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2168470c-1547-42ca-b814-5e197ddc48c8 · outbound

This paper cites Big buck bunny,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Big buck bunny,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:57.270848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation db173dbf-6a01-4733-b09e-227b2626c38f · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Pytorch: An imperative style, high-performance deep learning library,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:55.821967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0b2f76d-2e0f-4047-9d97-e56d0dc77aec · outbound

This paper cites Stable-baselines3: Reliable reinforcement learning implementa- tions,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Stable-baselines3: Reliable reinforcement learning implementa- tions,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:57.093267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9dcb1313-7c58-45b4-b104-7a4fb4019118 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Adam: A Method for Stochastic Optimization

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:56.081199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed506903-1f6f-45a9-8664-f7bb729c4911 · outbound

This paper cites A control-theoretic approach for dynamic adaptive video streaming over http,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning A control-theoretic approach for dynamic adaptive video streaming over http,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:56.928316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 331e421c-c170-43b5-be40-3e1d73fe9041 · outbound

This paper cites Bola: Near-optimal bitrate adaptation for online videos,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Bola: Near-optimal bitrate adaptation for online videos,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:56.715672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cca61df8-8baf-4154-8ff5-a65c28def6f8 · outbound

This paper cites Quetra: A queuing theory approach to dash rate adaptation,.

SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning Quetra: A queuing theory approach to dash rate adaptation,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:56.576868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation 41a334d9-7f65-41fa-a17e-e99dcdac6048 · inbound

SafeSABR: Risk-Calibrated Adaptive Bitrate Streaming over Starlink Networks cites this paper.

SafeSABR: Risk-Calibrated Adaptive Bitrate Streaming over Starlink Networks SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-25T03:50:19.768641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aae596d9-f368-4347-b4b7-ef0061e2cd4c · inbound

SafeSABR: Risk-Calibrated Adaptive Bitrate Streaming over Starlink Networks cites this paper.

SafeSABR: Risk-Calibrated Adaptive Bitrate Streaming over Starlink Networks SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-30T15:24:50.089026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.