Pith. sign in

Paper Citation Record · LEDGER

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR

As of 18 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2608.11368.

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

pith.paper-citation-record.v1
2608.11368 v2

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:22:55.748266Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

46 of 46 outbound references displayed

  • verified exact0
  • verified fuzzy9
  • unresolved30
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch7

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bb6f9225-6f77-4dc4-aa9e-ba91bf55be2f · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.573285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.573285Z digest=sha256:803e0f31d25da29643ba48bb98bf607f0e21769d7b98325e8959364ada3efe8d

Observation b34533da-fdb5-47fe-bd15-820ff1852b30 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.578137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.578137Z digest=sha256:bf311a9301c4e0cafcd22d9e452b8c401aca5028cf9f911ba7c66aea6c3b15a6

Observation 014327e6-c45c-46f5-bbca-041422d0c55a · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.582666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.582666Z digest=sha256:ffbd1dd2e1e3158e2a246e1d435ef8fb18273010b3fd5396cf6011cfe9508eab

Observation 3d0e24c9-3a3a-4d28-9956-d586ea65d5e1 · outbound

This paper cites REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.586892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.586892Z digest=sha256:31a652adf768b511bc74e8ac4549cf7de3ae8a7a5b00302191f9722f4c0f5390

Observation 7d16408b-b705-45e9-8b9c-0935a053f3f0 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Understanding R1-Zero-Like Training: A Critical Perspective

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.591088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.591088Z digest=sha256:2616e854a70292567adbc96f2e98258cd8c04653e2ecf2c95db5354b9fa58143

Observation b6535be4-2691-499f-8a12-49f8fbf9d344 · outbound

This paper cites arXiv preprint arXiv:2504.03380 , year=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR arXiv preprint arXiv:2504.03380 , year=

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.595511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.595511Z digest=sha256:3f1bf2e501c4dc6f791312540e919bc51d53851608320b33b1b633677cc76b4f

Observation 5fb87f9b-8b0e-4ea9-9364-b4bd23b5a3c0 · outbound

This paper cites arXiv preprint arXiv:2505.14970 , year=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR arXiv preprint arXiv:2505.14970 , year=

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.599769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.599769Z digest=sha256:654702f22b43a7f9b8545586ec53b3add5ab8ae83f03757c048e11e727c25c73

Observation 2ac7fa79-d18f-4e95-83b3-d54f63cf1327 · outbound

This paper cites Act Only When It Pays: Efficient Reinforcement Learning for LLM Reasoning via Selective Rollouts.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Act Only When It Pays: Efficient Reinforcement Learning for LLM Reasoning via Selective Rollouts

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.603592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.603592Z digest=sha256:3e1c4e23dff465303804484347a5ebea6347a10c6e9fa1e9ef6e08062c1ec29f

Observation f8b67dce-6d7b-42e6-8b16-e8c5cd540a8a · outbound

This paper cites arXiv preprint arXiv:2509.25808 , year=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR arXiv preprint arXiv:2509.25808 , year=

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.607789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.607789Z digest=sha256:5e33db6e3d7261e55dc9e8161e63f6d13f74292741f521db6cf51b2bfdcc842f

Observation f35ff50a-387c-4c30-a9b0-fd1094ce9a44 · outbound

This paper cites Depth-Breadth Synergy in RLVR: Unlocking LLM Reasoning Gains with Adaptive Exploration.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Depth-Breadth Synergy in RLVR: Unlocking LLM Reasoning Gains with Adaptive Exploration

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.611267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.611267Z digest=sha256:03a8a95da20b28d5dc1969d293d4310fd5b1b431df998c536c382e090af4411e

Observation d28743b5-894b-432f-abff-8cbacd634651 · outbound

This paper cites International Conference on Learning Representations , volume=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR International Conference on Learning Representations , volume=

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:22:56.773408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.614954Z digest=sha256:9538c2590b14529d60eb398418aad11c5dec7c00e53d355d065000321792f2e3

Observation 2af3dea5-e3c3-4727-bba3-d1eb0689087f · outbound

This paper cites Small Generalizable Prompt Predictive Models Can Steer Efficient RL Post-Training of Large Reasoning Models.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Small Generalizable Prompt Predictive Models Can Steer Efficient RL Post-Training of Large Reasoning Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.618980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.618980Z digest=sha256:c67ac60c434bf3702e1bea9b36e93eb37d57413d66abbb6dcbbbe78daaacb8ed

Observation 0f76f488-d770-4762-b95c-532238cae984 · outbound

This paper cites arXiv preprint arXiv:2602.01601 , year=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR arXiv preprint arXiv:2602.01601 , year=

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.622830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.622830Z digest=sha256:c9a3c8e86bc3f0a0a4db5df7cbcbf8237950c138824286b8699502c8ccf8c57c

Observation f10cf437-ca19-4bbe-be21-be917c736174 · outbound

This paper cites Where to Spend Rollouts: Hit-Utility Optimal Rollout Allocation for Group-Based RLVR.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Where to Spend Rollouts: Hit-Utility Optimal Rollout Allocation for Group-Based RLVR

Reference 14

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T14:22:56.325044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.626217Z digest=sha256:74002b9508bdbae64a30e91c89ed2e3e6a94b436241639e838be4605a6f33e8d

Observation 9eedd37a-1adb-4c93-b828-503477adf80a · outbound

This paper cites Learning as Reasoning Unfolds: Progressive Rollout Allocation for Efficient Reinforcement Learning.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Learning as Reasoning Unfolds: Progressive Rollout Allocation for Efficient Reinforcement Learning

Reference 15

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T14:22:56.308907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.629947Z digest=sha256:9e3f66de85c25e0c001b8d44234516e64fef68923b0ad2abf06609997346d421

Observation 0db1ee7e-c198-4903-a60c-b51080249cb8 · outbound

This paper cites TRACE: A Unified Rollout Budget Allocation Framework for Efficient Agentic Reinforcement Learning.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR TRACE: A Unified Rollout Budget Allocation Framework for Efficient Agentic Reinforcement Learning

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.634199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.634199Z digest=sha256:e0e22493fcb244d5d37bd971c41f918b1f4f07e6da8674d77b7b562f02a58565

Observation cc183155-e375-41ec-9ae1-1379d49b6922 · outbound

This paper cites arXiv preprint arXiv:2603.04135 , year=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR arXiv preprint arXiv:2603.04135 , year=

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.638111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.638111Z digest=sha256:bf02de17f07c3b61cea3b8463dd02fecccd7ba506c2aede09d1c844054814f9f

Observation 1a757b10-182a-45f6-89d6-48ac0cbf8a04 · outbound

This paper cites DUET: Optimize Token-Budget Allocation for Reinforcement Learning with Verifiable Rewards.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR DUET: Optimize Token-Budget Allocation for Reinforcement Learning with Verifiable Rewards

Reference 18

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T14:22:56.217911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.641761Z digest=sha256:1d8cfff991e3c835e2a815ddf56bc7bfde3a03368153abb9ae26b500b29903d5

Observation b43c053e-2844-4f5d-928d-795bb73b9cbb · outbound

This paper cites Cross-Epoch Adaptive Rollout Optimization for RL Post-Training.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Cross-Epoch Adaptive Rollout Optimization for RL Post-Training

Reference 19

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T14:22:56.200866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.645668Z digest=sha256:b9915172b921ccd835eb59d28cc3b7645216bcf88b1bd004026472a0ede4c374

Observation 3a36b405-7e51-4dd8-aed0-3d439c483d46 · outbound

This paper cites sGPO: Trading Inference FLOPs for Training Efficiency in RLVR.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR sGPO: Trading Inference FLOPs for Training Efficiency in RLVR

Reference 20

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T14:22:56.185300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.649602Z digest=sha256:6ec902ba65fa5e2a9a743cc8173a6814177a41a3a10c416a0bbc7f9b7fea13d7

Observation 96b950e4-275c-4473-a501-4cfa3241489c · outbound

This paper cites Rethinking Groups in Critic-Free RLVR.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Rethinking Groups in Critic-Free RLVR

Reference 21

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T14:22:56.169526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.653167Z digest=sha256:625e27ef3258b75b7485828cd6ed932b56559b88a470bef87859d2efd899451d

Observation 7b8150cf-647f-479f-8192-300b2dbd7b60 · outbound

This paper cites arXiv preprint arXiv:2603.01162 , year=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR arXiv preprint arXiv:2603.01162 , year=

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.656908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.656908Z digest=sha256:fa2e61a633e72b9b6fea04d42c179dbcd916d21c4919e6d2b1d1f36101f09044

Observation c528aded-7055-4046-9137-e0b5534489fd · outbound

This paper cites arXiv preprint arXiv:2603.06619 , year=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR arXiv preprint arXiv:2603.06619 , year=

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.661194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.661194Z digest=sha256:2eacae99ba7e0936b68922e737ffa10e91a5fa818a5b881df0e99837fd9dbb2a

Observation bc6b23c1-4946-4818-8b57-7d15d2cc6d17 · outbound

This paper cites Doing well with less! On Sampling Techniques for Empirical Pairwise Loss Estimation/Minimization.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Doing well with less! On Sampling Techniques for Empirical Pairwise Loss Estimation/Minimization

Reference 24

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T14:22:56.037058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.664908Z digest=sha256:fe1195854882d48265547a95f51f2c66e9c134761c4f10730f4025ac57483ee3

Observation 5e1d34f2-0b2e-4be5-912a-6f681c343791 · outbound

This paper cites arXiv preprint arXiv:2601.15609 , year=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR arXiv preprint arXiv:2601.15609 , year=

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.669013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.669013Z digest=sha256:ad986f8a4660f454615ccb5cac5791f7a7023e1f784ede4ec3799cda3d647408

Observation 83d76e4a-6ad1-41c7-a302-2b8f440d1212 · outbound

This paper cites GradAlign: Gradient-Aligned Data Selection for LLM Reinforcement Learning.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR GradAlign: Gradient-Aligned Data Selection for LLM Reinforcement Learning

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.672688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.672688Z digest=sha256:56e558715baf715b1dfa52dc712fde3cd1f13133468dd5d5b0c3e41886410da9

Observation df1cf1b5-5833-4e67-828e-bfb3a9e98242 · outbound

This paper cites arXiv preprint arXiv:2510.00819 , year=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR arXiv preprint arXiv:2510.00819 , year=

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.676424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.676424Z digest=sha256:d45e392c745172db03f83ff344908459d70d92256236661d45f7ab5db3615638

Observation 95a9c6fc-4dfb-4220-831c-a27ab4296e00 · outbound

This paper cites Journal of the American Statistical Association , volume=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Journal of the American Statistical Association , volume=

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:22:56.762687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.680249Z digest=sha256:b0aae5f8fb2889469f5bb304fbd9e057c495956f05c7b76790fcf46565f8a849

Observation 07636f28-8310-4902-b781-e428cf34af52 · outbound

This paper cites The Annals of Mathematical Statistics , volume=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR The Annals of Mathematical Statistics , volume=

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:22:56.751831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.683925Z digest=sha256:5b8d7f831deb6670af03c23e37e1e22d216399a377df57977620a08a946d75a1

Observation 742fcf32-cc1b-484f-81a3-ed73cf99fac7 · outbound

This paper cites Journal of the Royal Statistical Society , volume=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Journal of the Royal Statistical Society , volume=

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:22:56.739614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.687500Z digest=sha256:f73e0ba208bdf16cea81e6fd6e3712607d4ca28cf061710a7e87e8e882f2b346

Observation 0ccb88a2-3007-4e23-a1c1-ba70e62aa072 · outbound

This paper cites The Annals of Mathematical Statistics , volume=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR The Annals of Mathematical Statistics , volume=

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:22:56.726370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.691057Z digest=sha256:478f2946d5be0a64fb722533d6d5d5866211e1e5f1fe01723ec7ba85fe836255

Observation 60f4eb49-2379-4832-a88a-86f3816fa0ac · outbound

This paper cites an unresolved cited work.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:22:56.713384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.694619Z digest=sha256:5f963a5d6935d380e1b074396d54826613305088fa857c4eb117e998ea7636b5

Observation 55ff87cc-83b0-43c7-a67f-ff6ae02dee10 · outbound

This paper cites Statistica Sinica , volume=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Statistica Sinica , volume=

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:22:56.700710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.698269Z digest=sha256:d2cef64e3fc58d8ff2e590651f31e99cbfe60ed19bc6754254d5e7b620b224d9

Observation 7722bc66-f41f-4017-886a-b8c5f637804d · outbound

This paper cites Proceedings of the 31st Conference on Learning Theory , volume=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Proceedings of the 31st Conference on Learning Theory , volume=

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:22:56.688782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.701834Z digest=sha256:e6b1b3657859dc92c5b8cd9920f6f1791f4915e7e99b2b6e3eebc4076d0ba75b

Observation 7e937ad6-f332-46a1-b77a-29e6b8204fd9 · outbound

This paper cites Proximal Policy Optimization Algorithms.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Proximal Policy Optimization Algorithms

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.705450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.705450Z digest=sha256:92303b28bfbf0959a1bb6d9bef044fbb1158248854baa8edde94afa8dffb0bda

Observation e045e457-7ebf-46ba-b85d-4c47dd8b124e · outbound

This paper cites Back to Basics: Revisiting REINFORCE Style Optimization for Learning from Human Feedback in LLMs.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Back to Basics: Revisiting REINFORCE Style Optimization for Learning from Human Feedback in LLMs

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.709153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.709153Z digest=sha256:74f0addd920545b75ffef1eb64ceb8efb4e0a5fdf864bd7e12e1abafe92024b1

Observation 313b1e71-a151-4b2e-8c84-634c02235697 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Measuring Mathematical Problem Solving With the MATH Dataset

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.712958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.712958Z digest=sha256:0eb32379bdd8da466e936e89b2f8efd69dda86ce5aae2b1eacbf01def8ddf47d

Observation a81edfab-7607-4753-aa58-15f026bbf1ce · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Training Verifiers to Solve Math Word Problems

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.717192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.717192Z digest=sha256:bff65ac905ff703243fe90daabccec137ef63ccc30581512b3df955210ebcaae

Observation 974e3f2a-811b-4f96-aecc-dbe791c17d4c · outbound

This paper cites Let's Verify Step by Step.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Let's Verify Step by Step

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.720881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.720881Z digest=sha256:ec31e6c60c1f4c169ba7e1125108289a46d0339f65afa70ac65ef1b723175ead

Observation 3595bc65-17cf-40a4-bebb-3ab8cee90089 · outbound

This paper cites TACO: Topics in Algorithmic COde generation dataset.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR TACO: Topics in Algorithmic COde generation dataset

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.724302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.724302Z digest=sha256:3383ac93bbe42a8376f1ca1560216f437b2e0122694b2a60d523fdff38ad717b

Observation f1c5ac8b-ac2d-4b86-8493-d5f6cf89c180 · outbound

This paper cites OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.728643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.728643Z digest=sha256:dac9f1e2a96707fa8331811698a73f47802745b46cf2a213e18fd7ceaf2ae950

Observation 478aa5f1-b5bc-4946-aaf5-66194ebaa21e · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.732331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.732331Z digest=sha256:1591b428c1ffd5fdd8fae8bf06f2976c9e236d144d1fe0f02b130130d7abb65a

Observation a4975b78-6964-4199-a0d2-ff32cda5d422 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.736316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.736316Z digest=sha256:e6d4b97a784dfd0b3bdc062b4f560dab762b1a839afaa39b1d08624c1dff2957

Observation 4cb8cb34-a114-43c8-9b4f-cb3b031a81bf · outbound

This paper cites Qwen3 Technical Report.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Qwen3 Technical Report

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-15T14:22:55.740397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:22:55.740397Z digest=sha256:6185991a187125ae8b71fca7921c5fffcd590f5e224edb92f42d48412a495e46

Observation fa9b8db1-21e8-4115-87bb-fd24a239487b · outbound

This paper cites Proceedings of the Twentieth European Conference on Computer Systems , year=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Proceedings of the Twentieth European Conference on Computer Systems , year=

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:22:56.676766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.744029Z digest=sha256:3daaeb4a24a5614e15d82c79d40defbbb1c7cd359322e5fa6e5a20fa8e1e20ff

Observation ed3ff9e9-2e79-4a29-80af-409773babe50 · outbound

This paper cites Proceedings of the 29th ACM Symposium on Operating Systems Principles , pages=.

PAIR: Pairwise-Aware Inclusion Reweighting for Adaptive Rollout Allocation in RLVR Proceedings of the 29th ACM Symposium on Operating Systems Principles , pages=

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:22:56.665754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:22:55.748266Z digest=sha256:bbd334b41f52de60daa943fefa9f103aed93d25979143cbd64ae13f108a8daef

Pith citing papers

No inbound Pith citation observations are available.